@article{Blumer:1989aa, Address = {New York, NY, USA}, Author = {Blumer, Anselm and Ehrenfeucht, A. and Haussler, David and Warmuth, Manfred K.}, Date-Added = {2008-11-26 18:39:45 +0100}, Date-Modified = {2008-11-26 18:39:52 +0100}, Doi = {http://doi.acm.org/10.1145/76359.76371}, Issn = {0004-5411}, Journal = {J. ACM}, Number = {4}, Pages = {929--965}, Publisher = {ACM}, Title = {Learnability and the Vapnik-Chervonenkis dimension}, Volume = {36}, Year = {1989}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQHoAAAAAAHoAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAACmdt0OYmx1bWVyMTk4OS5wZGYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAALBB18VTSIEAAAAAAAAAAAABAAcAAAkgAAAAAAAAAAAAAA AAAAAABGRvbmUAEAAIAADD41KtAAAAEQAIAADFUzpxAAAAAQAgAKZ23QCmdtoAphhTAKQ5/QCkO e8AEzTPABLcqAAAetwAAgBhTWFjaW50b3NoIEhEOlVzZXJzOm1wZWV0ejpVTkk6UHJldmlvdXNf U2VtZXN0ZXJzOjNyZFNlbWVzdGVyOlRoZXNlOkxpdGVyYXR1cmU6ZG9uZTpibHVtZXIxOTg5LnB kZgAADgAeAA4AYgBsAHUAbQBlAHIAMQA5ADgAOQAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG 8AcwBoACAASABEABIAVFVzZXJzL21wZWV0ei9VTkkvUHJldmlvdXNfU2VtZXN0ZXJzLzNyZFNlb WVzdGVyL1RoZXNlL0xpdGVyYXR1cmUvZG9uZS9ibHVtZXIxOTg5LnBkZgATAAEvAAAVAAIADf// AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU011dGFibGVEYXRhVk5TRGF0YVhOU09 iamVjdF8QQ1ByZXZpb3VzX1NlbWVzdGVycy8zcmRTZW1lc3Rlci9UaGVzZS9MaXRlcmF0dXJlL2 RvbmUvYmx1bWVyMTk4OS5wZGbSHh8mJ6InI1xOU0RpY3Rpb25hcnkACAARABoAHwApADIANwA6A D8AQQBTAFwAYgBpAHAAeACDAIUAiACKAIwAjwCRAJMAnQCqAK8AtwC5AqUCqgKzAr4CwgLQAtcC 4AMmAysDLgAAAAAAAAIBAAAAAAAAACgAAAAAAAAAAAAAAAAAAAM7}} @article{Esposito:1997cq, Author = {Esposito, Floriana and Malerba, Donato and Semeraro, Giovanni}, Date-Added = {2008-09-16 21:58:06 +0200}, Date-Modified = {2008-09-16 21:59:01 +0200}, Journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence}, Pages = {476--491}, Title = {A comparative analysis of methods for pruning decision trees}, Volume = {19}, Year = {1997}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGSAAAAAAGSAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MQZXNwb3NpdG8xOTk3LnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKZw38T0RDNQREYgAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMT0KBMAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAO01hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczplc3Bvc2l0bzE5 OTcucGRmAAAOACIAEABlAHMAcABvAHMAaQB0AG8AMQA5ADkANwAuAHAAZABmAA8AGgAMAE0AYQB jAGkAbgB0AG8AcwBoACAASABEABIALlVzZXJzL21wZWV0ei9Eb2N1bWVudHMvUGFwZXJzL2VzcG 9zaXRvMTk5Ny5wZGYAEwABLwAAFQACAA3//wAA0h4fICFYJGNsYXNzZXNaJGNsYXNzbmFtZaMhI iNdTlNNdXRhYmxlRGF0YVZOU0RhdGFYTlNPYmplY3RfECQuLi9Eb2N1bWVudHMvUGFwZXJzL2Vz cG9zaXRvMTk5Ny5wZGbSHh8mJ6InI1xOU0RpY3Rpb25hcnkACAARABoAHwApADIANwA6AD8AQQB TAFwAYgBpAHAAeACDAIUAiACKAIwAjwCRAJMAnQCqAK8AtwC5Ak8CVAJdAmgCbAJ6AoECigKxAr YCuQAAAAAAAAIBAAAAAAAAACgAAAAAAAAAAAAAAAAAAALG}} @techreport{McKenzie:1993mb, Author = {McKenzie, Patricia and Alder, Mike}, Date-Added = {2008-09-16 21:22:45 +0200}, Date-Modified = {2008-09-16 21:22:55 +0200}, Publisher = {University of Western Australia}, Source = {http://www.ncstrl.org:8900/ncstrl/servlet/search?formname=detail\&id=oai%3Ancstrlh%3Auwa_ee%3Ancstrl.uwa_ee%2F%2FTR93-14}, Title = {The EM Algorithm used for Gaussian Mixture Modelling and its Initialization}, Year = {1993}} @article{Hill:2005xq, Author = {Hill, E. June and Alder, Michael D. and de Silva, Christopher J. S.}, Date-Added = {2008-09-16 21:22:45 +0200}, Date-Modified = {2008-09-16 21:23:04 +0200}, Ee = {\url{http://dx.doi.org/10.1016/j.patrec.2004.09.008}}, Journal = {Pattern Recognition Letters}, Number = {1}, Pages = {101-107}, Title = {An improvement to the DR clustering algorithm.}, Volume = {26}, Year = 2005} @techreport{ScienceDaily:2008zr, Author = {ScienceDaily}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Institution = {University of Maryland}, Month = {February}, Title = {{STOP Terrorism Software: Technology For Analysis And Forecasting Of Terrorism}}, Urldate = { June 25, 2008}, Year = {2008}} @book{Kiss:2007oq, Address = {90343 N{\"u}rnberg}, Author = {Kiss, Antje and Lederer, Dr. Harald}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Publisher = {{Bundesamt f{\"u}r Migration und Fl{\"u}chtlinge}}, Title = {{Ausl\"anderzahlen 2007}}, Year = {2007}} @book{Caritas:2005eu, Author = {Caritas}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Publisher = {Caritas Italiana}, Title = {{Immigratione: Dossier Statistico}}, Year = {2005}} @inproceedings{Cohen:1995wd, Address = {Tahoe City, CA}, Author = {Cohen, William W.}, Booktitle = {Proc. of the 12th International Conference on Machine Learning}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Editor = {Prieditis, Armand and Russell, Stuart}, Isbn = {1-55860-377-8}, Month = jul # { 9--12,}, Pages = {115--123}, Publisher = {Morgan Kaufmann}, Title = {{Fast Effective Rule Induction}}, Url = {http://citeseer.nj.nec.com/cohen95fast.html}, Year = {1995}, Bdsk-Url-1 = {http://citeseer.nj.nec.com/cohen95fast.html}} @article{Holte:1993cr, Address = {Hingham, MA, USA}, Author = {Holte, Robert C.}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Doi = {http://dx.doi.org/10.1023/A:1022631118932}, Issn = {0885-6125}, Journal = {Mach. Learn.}, Number = {1}, Pages = {63--90}, Publisher = {Kluwer Academic Publishers}, Title = {{Very Simple Classification Rules Perform Well on Most Commonly Used Datasets}}, Volume = {11}, Year = {1993}, Bdsk-Url-1 = {http://dx.doi.org/10.1023/A:1022631118932}} @article{Cendrowska:1987rr, Author = {Cendrowska, J.}, Citeulike-Article-Id = {566855}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Journal = {International Journal of Man-Machine Studies}, Keywords = {chapter-results}, Number = {4}, Pages = {349--370}, Posted-At = {2006-03-28 16:44:36}, Priority = {2}, Title = {{PRISM: An algorithm for inducing modular rules}}, Volume = {27}, Year = {1987}} @book{Rubin:1987lq, Address = {New York; Chichester}, Author = {Rubin, D.}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Publisher = {John Wiley and Sons}, Title = {{Multiple imputation for nonresponse in surveys}}, Year = {1987}} @article{Rubin:1976bh, Abstract = {When making sampling distribution inferences about the parameter of the data, theta, it is appropriate to ignore the process that causes missing data if the missing data are missing at random' and the observed data are observed at random', but these inferences are generally conditional on the observed pattern of missing data. When making direct-likelihood or Bayesian inferences about theta, it is appropriate to ignore the process that causes missing data if the missing data are missing at random and the parameter of the missing data process is distinct' from theta. These conditions are the weakest general conditions under which ignoring the process that causes missing data always leads to correct inferences. 10.1093/biomet/63.3.581}, Author = {Rubin, D. B.}, Citeulike-Article-Id = {1626208}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Doi = {10.1093/biomet/63.3.581}, Journal = {Biometrika}, Keywords = {em, learning}, Month = {December}, Number = {3}, Pages = {581--592}, Posted-At = {2007-09-06 08:59:45}, Priority = {2}, Title = {{Inference and missing data}}, Url = {http://dx.doi.org/10.1093/biomet/63.3.581}, Volume = {63}, Year = {1976}, Bdsk-Url-1 = {http://dx.doi.org/10.1093/biomet/63.3.581}} @inproceedings{Liu:1997pd, Address = {London, UK}, Author = {Liu, Wei Zhong and White, Allan P. and Thompson, S. G. and Bramer, M. A.}, Booktitle = {IDA '97: Proceedings of the Second International Symposium on Advances in Intelligent Data Analysis, Reasoning about Data}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Isbn = {3-540-63346-4}, Pages = {527--536}, Publisher = {Springer-Verlag}, Title = {{Techniques for Dealing with Missing Values in Classification}}, Year = {1997}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQF+AAAAAAF+AAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MLbGl1MTk5Ny5wZGYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJyETsSHG6oAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMSG/4oAAAABABAAEt/DABLfGgAS3KgAAHrcA AIANk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpsaXUxOTk3LnBk ZgAOABgACwBsAGkAdQAxADkAOQA3AC4AcABkAGYADwAaAAwATQBhAGMAaQBuAHQAbwBzAGgAIAB IAEQAEgApVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvbGl1MTk5Ny5wZGYAABMAAS8AAB UAAgAN//8AANIeHyAhWCRjbGFzc2VzWiRjbGFzc25hbWWjISIjXU5TTXV0YWJsZURhdGFWTlNEY XRhWE5TT2JqZWN0XxAfLi4vRG9jdW1lbnRzL1BhcGVycy9saXUxOTk3LnBkZtIeHyYnoicjXE5T RGljdGlvbmFyeQAIABEAGgAfACkAMgA3ADoAPwBBAFMAXABiAGkAcAB4AIMAhQCIAIoAjACPAJE AkwCdAKoArwC3ALkCOwJAAkkCVAJYAmYCbQJ2ApgCnQKgAAAAAAAAAgEAAAAAAAAAKAAAAAAAAA AAAAAAAAAAAq0=}} @article{Someren:2005ul, Address = {New York, NY, USA}, Author = {Someren, Maarten Van and Urban\v{c}i\v{c}, Tanja}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Doi = {http://dx.doi.org/10.1017/S0269888906000762}, Issn = {0269-8889}, Journal = {Knowl. Eng. Rev.}, Number = {4}, Pages = {363--402}, Publisher = {Cambridge University Press}, Title = {{Applications of machine learning: matching problems to tasks and methods}}, Volume = {20}, Year = {2005}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGOAAAAAAGOAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MPc29tZXJlbjIwMDUucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJyAwMSG/8cAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMSG46cAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpzb21lcmVuMjAw NS5wZGYADgAgAA8AcwBvAG0AZQByAGUAbgAyADAAMAA1AC4AcABkAGYADwAaAAwATQBhAGMAaQB uAHQAbwBzAGgAIABIAEQAEgAtVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvc29tZXJlbj IwMDUucGRmAAATAAEvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU 011dGFibGVEYXRhVk5TRGF0YVhOU09iamVjdF8QIy4uL0RvY3VtZW50cy9QYXBlcnMvc29tZXJl bjIwMDUucGRm0h4fJieiJyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGI AaQBwAHgAgwCFAIgAigCMAI8AkQCTAJ0AqgCvALcAuQJLAlACWQJkAmgCdgJ9AoYCrAKxArQAAA AAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAACwQ==}} @inproceedings{Cohen:1997ve, Abstract = {Overfitting arises when model components are evaluated against the wrong reference distribution. Most modeling algorithms iteratively find the best of several components and then test whether this component is good enough to add to the model. We show that for independently distributed random variables, the reference distribution for any one variable underestimates the reference distribution for the the highest-valued variable; thus variate values will appear significant when they are not, and model components will be added when they should not be added. We relate this problem to the well-known statistical theory of multiple comparisons or simultaneous inference.}, Abstract_Url = {http://eksl-www.cs.umass.edu/~jensen/papers/ais97b.html}, Author = {Cohen, P. R. and Jensen, D.}, Booktitle = {Preliminary Papers of the Sixth International Workshop on Artificial Intelligence and Statistics}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Month = jan, Pages = {115--122}, Title = {{Overfitting Explained}}, Url = {http://www-eksl.cs.umass.edu/papers/cohen-ais96b.ps}, Year = {1997}, Bdsk-Url-1 = {http://www-eksl.cs.umass.edu/papers/cohen-ais96b.ps}} @article{Cockett:1987gf, Address = {Essex, UK}, Author = {Cockett, J. R. B.}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Doi = {http://dx.doi.org/10.1016/0304-3975(87)90130-7}, Issn = {0304-3975}, Journal = {Theor. Comput. Sci.}, Number = {2-3}, Pages = {215--236}, Publisher = {Elsevier Science Publishers Ltd.}, Title = {{Discrete decision theory: Manipulations}}, Volume = {54}, Year = {1987}, Bdsk-Url-1 = {http://dx.doi.org/10.1016/0304-3975(87)90130-7}} @article{Wu:2007ly, Address = {New York, NY, USA}, Author = {Wu, Xiaotao and Schulzrinne, Henning}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Doi = {http://dx.doi.org/10.1016/j.comnet.2006.08.013}, Issn = {1389-1286}, Journal = {Comput. Netw.}, Number = {2}, Pages = {515--535}, Publisher = {Elsevier North-Holland, Inc.}, Title = {{Handling feature interactions in the language for end system services}}, Volume = {51}, Year = {2007}, Bdsk-Url-1 = {http://dx.doi.org/10.1016/j.comnet.2006.08.013}} @book{Mitchell:1997mz, Address = {New York}, Author = {Mitchell, T.M.}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Editor = {McGraw-Hill}, Keywords = {tree learners, pruning}, Title = {{Machine Learning}}, Url = {citeseer.ist.psu.edu/article/icml97machine.html}, Year = {1997}, Bdsk-Url-1 = {citeseer.ist.psu.edu/article/icml97machine.html}} @book{Sopemi:2006fr, Abstract = {For the past thirty years, the OECD's Continuous Reporting System on Migration (known under by its French acronym SOPEMI) has been producing an annual report. In1992, the report first appeared as a flagship publication of the OECD, under the title Trends in International Migration. This report, the thirtieth, broadens its analytical scope and its new title, International Migration Outlook, better reflects the growing importance of international migration in a context of accelerating economic globalisation and population ageing.}, Author = {Sopemi}, Citeulike-Article-Id = {1933414}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Howpublished = {Paperback}, Isbn = {9264109897}, Month = {November}, Posted-At = {2007-11-18 12:55:09}, Priority = {2}, Publisher = {{Organisation for Economic Co-operation and Development OECD}}, Title = {{International Immigration Outlook 2006}}, Year = {2006}, Bdsk-Url-1 = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20%5C&path=ASIN/9264109897}} @article{Johnston:2005rt, Author = {Johnston, Ron and Pattie, Charles and Rossiter, David}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Journal = {Parliamentary Affairs}, Keywords = {consumption, environment, sustainability}, Month = {October }, Number = {4}, Pages = {786-801}, Priority = {2}, Publisher = {Oxford University Press}, Title = {{Britain Votes 2005: The Election Results in the UK Regions}}, Volume = {58}, Year = {2005}, Bdsk-Url-1 = {http://dx.doi.org/10.1093/pa/gsi028}} @article{Landwehr:2005vn, Author = {Landwehr, Niels and Hall, Mark and Frank, Eibe}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Journal = {{Machine Learning}}, Number = {1-2}, Pages = {161-205}, Ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/LMT.ps.gz}, Title = {{Logistic Model Trees}}, Volume = {59}, Year = {2005}} @book{Quinlan:1993yq, Abstract = {{

Classifier systems play a major role in machine learning and knowledge-based systems, and Ross Quinlan's work on ID3 and C4.5 is widely acknowledged to have made some of the most significant contributions to their development. This book is a complete guide to the C4.5 system as implemented in C for the UNIX environment. It contains a comprehensive guide to the system's use , the source code (about 8,800 lines), and implementation notes. The source code and sample datasets are also available for download (see below).



C4.5 starts with large sets of cases belonging to known classes. The cases, described by any mixture of nominal and numeric properties, are scrutinized for patterns that allow the classes to be reliably discriminated. These patterns are then expressed as models, in the form of decision trees or sets of if-then rules, that can be used to classify new cases, with emphasis on making the models understandable as well as accurate. The system has been applied successfully to tasks involving tens of thousands of cases described by hundreds of properties. The book starts from simple core learning methods and shows how they can be elaborated and extended to deal with typical problems such as missing data and over hitting. Advantages and disadvantages of the C4.5 approach are discussed and illustrated with several case studies.



This book and software should be of interest to developers of classification-based intelligent systems and to students in machine learning and expert systems courses.

}}, Author = {Quinlan, Ross J.}, Citeulike-Article-Id = {566845}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Howpublished = {Paperback}, Isbn = {1558602380}, Keywords = {decision-tree}, Month = {January}, Posted-At = {2006-12-20 02:17:48}, Priority = {2}, Publisher = {{Morgan Kaufmann}}, Title = {{C4.5: Programs for Machine Learning}}, Volume = {Morgan Kaufmann Series in Machine Learning}, Year = {1993}, Bdsk-Url-1 = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20%5C&path=ASIN/1558602380}} @book{Breiman:1984kx, Address = {Monterey, CA}, Author = {Breiman, L. and Friedman, J. and Olshen, R. and Stone, C.}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Note = {new edition \cite{cart93}?}, Publisher = {Wadsworth and Brooks}, Remarks = {cited in \cite{cslu:esca98mm, cslu:icslp98cronk, cstr:unitsel97} for CART, clustering, and decision trees}, Title = {{Classification and Regression Trees}}, Year = {1984}} @book{Comision-Interministerial-de-Extranjeria:1999rb, Address = {Spain}, Author = {{Comisi{\'o}n Interministerial de Extranjer{\'\i}a}}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Keywords = {terrorism}, Publisher = {{Ministerio del interior} }, Title = {{Anuario Estatistico de Extraniera 1999}}, Url = {http://extranjeros.mtas.es/es/general/Anuario1999_ANEXT99.pdf}, Year = {1999}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQIIAAAAAAIIAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MfY29taXNpl24gaW50ZXJtaW5pc3QjOUMwNEJDLnBkZgAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJwEvMSAXrkAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMSAQpkAAAABABAAEt/DABLfGgAS3KgAAHrcA AIASk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpjb21pc2mXbiBp bnRlcm1pbmlzdCM5QzA0QkMucGRmAA4AZgAyAGMAbwBtAGkAcwBpAG8DAQBuACAAaQBuAHQAZQB yAG0AaQBuAGkAcwB0AGUAcgBpAGEAbAAgAGQAZQAgAGUAeAB0AHIAYQBuAGoAZQByAGkDAQBhAD EAOQA5ADkALgBwAGQAZgAPABoADABNAGEAYwBpAG4AdABvAHMAaAAgAEgARAASAFJVc2Vycy9tc GVldHovRG9jdW1lbnRzL1BhcGVycy9jb21pc2lvzIFuIGludGVybWluaXN0ZXJpYWwgZGUgZXh0 cmFuamVyacyBYTE5OTkucGRmABMAAS8AABUAAgAN//8AANIeHyAhWCRjbGFzc2VzWiRjbGFzc25 hbWWjISIjXU5TTXV0YWJsZURhdGFWTlNEYXRhWE5TT2JqZWN0bxBGAC4ALgAvAEQAbwBjAHUAbQ BlAG4AdABzAC8AUABhAHAAZQByAHMALwBjAG8AbQBpAHMAaQBvAwEAbgAgAGkAbgB0AGUAcgBtA GkAbgBpAHMAdABlAHIAaQBhAGwAIABkAGUAIABlAHgAdAByAGEAbgBqAGUAcgBpAwEAYQAxADkA OQA5AC4AcABkAGbSHh8mJ6InI1xOU0RpY3Rpb25hcnkACAARABoAHwApADIANwA6AD8AQQBTAFw AYgBpAHAAeACDAIUAiACKAIwAjwCRAJMAnQCqAK8AtwC5AsUCygLTAt4C4gLwAvcDAAOPA5QDlw AAAAAAAAIBAAAAAAAAACgAAAAAAAAAAAAAAAAAAAOk}} @book{Hastie:2001lp, Abstract = {{During the past decade there has been an explosion in computation and information technology. With it has come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but are often expressed with different terminology. This book descibes theimprtant ideas in these areas ina common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics. It should be a vluable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learing (prediction) to unsupervised learning. The many topics include neural networks, support vector machines, classification trees and boosting--the first comprehensive treatment of this topic in any book. Trevor Hastie, Robert Tibshirani, and Jerome Friedman are professors of statistics at Stanford University. They are prominent researchers in this area: Hastie and Tibshirani developed generalized additive models and wrote a popular book of that title. Hastie wrote much of the statistical modeling software in S-PLUS and invented principal curves and surfaces. Tibshirani proposed the Lasso and is co-author of the very successful An Introduction to the Bootstrap. Friedman is the co-inventor of many data-mining tools including CART, MARS, and projection pursuit.}}, Author = {Hastie, T. and Tibshirani, R. and Friedman, J. H.}, Citeulike-Article-Id = {161814}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Howpublished = {Hardcover}, Isbn = {0387952845}, Keywords = {machine-learning, statistic}, Month = {August}, Posted-At = {2007-02-13 15:09:19}, Priority = {2}, Publisher = {Springer}, Title = {{The Elements of Statistical Learning}}, Url = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20\&path=ASIN/0387952845}, Year = {2001}, Bdsk-Url-1 = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20%5C&path=ASIN/0387952845}} @book{Decker:2008hw, Address = {Friedrich-Ebert-Stiftung, Forum Berlin, Hiroshimastr. 17, 10785 Berlin}, Author = {Decker, Oliver and Rothe, Katharina and Wei{\ss}mann, Marliese and Gei{\ss}ler, Norman and Br{\"a}hler, Elmar}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Editor = {Molthagen, Dr. Dietmar}, Keywords = {terrorism}, Number = {978-3-89892-920-2}, Publisher = {Friedrich-Ebert-Stiftung, Forum Berlin}, Title = {{Ein Blick in die Mitte, zur Entstehung rechtsextremer und demokratischer Einstellungen}}, Year = {2008}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGKAAAAAAGKAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MOZGVja2VyMjAwOC5wZGYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJvB2cR+tY4AAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMR+mW4AAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOU1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpkZWNrZXIyMDA4 LnBkZgAADgAeAA4AZABlAGMAawBlAHIAMgAwADAAOAAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB 0AG8AcwBoACAASABEABIALFVzZXJzL21wZWV0ei9Eb2N1bWVudHMvUGFwZXJzL2RlY2tlcjIwMD gucGRmABMAAS8AABUAAgAN//8AANIeHyAhWCRjbGFzc2VzWiRjbGFzc25hbWWjISIjXU5TTXV0Y WJsZURhdGFWTlNEYXRhWE5TT2JqZWN0XxAiLi4vRG9jdW1lbnRzL1BhcGVycy9kZWNrZXIyMDA4 LnBkZtIeHyYnoicjXE5TRGljdGlvbmFyeQAIABEAGgAfACkAMgA3ADoAPwBBAFMAXABiAGkAcAB 4AIMAhQCIAIoAjACPAJEAkwCdAKoArwC3ALkCRwJMAlUCYAJkAnICeQKCAqcCrAKvAAAAAAAAAg EAAAAAAAAAKAAAAAAAAAAAAAAAAAAAArw=}} @webpage{wikipedia:2008ux, Author = {Wikipedia}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Keywords = {wikipedia}, Title = {{www.wikipedia.com, checked: 06/26/08}}, Url = {www.wikipedia.com}, Year = {2008}, Bdsk-Url-1 = {www.wikipedia.com}} @webpage{Vorbote:2008hb, Author = {{Der Vorbote}}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Keywords = {terrorism}, Lastchecked = {2008}, Title = {{http://www.vorbote.de/NPD\_Fan-Club/1473.html, checked: 06/26/08}}, Url = {http://www.vorbote.de/NPD_Fan-Club/1473.html}, Year = {2008}, Bdsk-Url-1 = {http://www.vorbote.de/NPD_Fan-Club/1473.html}} @webpage{denmark:elections, Author = {{Danish Elections}}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Keywords = {elections}, Lastchecked = {2008}, Title = {{http://www.electionresources.org/western.europe.html, checked: 06/26/08}}, Year = {2003}} @article{La-Free:2007bk, Abstract = {Compared to most types of criminal violence, terrorism poses special data collection challenges. In response, there has been growing interest in open source terrorist event data bases. One of the major problems with these data bases in the past is that they have been limited to international events---those involving a national or group of nationals from one country attacking targets physically located in another country. Past research shows that domestic incidents greatly outnumber international incidents. In this paper we describe a previously unavailable open source data base that includes some 70,000 domestic and international incidents since 1970. We began the Global Terrorism Database (GTD) by computerizing data originally collected by the Pinkerton Global Intelligence Service (PGIS). Following computerization, our research team has been working for the past two years to validate and extend the data to real time. In this paper, we describe our data collection efforts, the strengths and weaknesses of open source data in general and the GTD in particular, and provide descriptive statistics on the contents of this new resource.}, Author = {La Free, Gary and Dugan, Laura}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Issn = {0954-6553}, Journal = {Terrorism and Political Violence}, Keywords = {attacks and fatalities; global terrorism database; GTD; open source terrorism data; terrorism; terrorism definitions; terrorism trends; terrorist group trends}, Number = {2}, Pages = {181--204}, Title = {{Introducing the Global Terrorism Database}}, Url = {http://www.informaworld.com/10.1080/09546550701246817}, Volume = {19}, Year = {2007}, Bdsk-Url-1 = {http://www.informaworld.com/10.1080/09546550701246817}} @article{Ezekiel:2002bj, Author = {Ezekiel, Raphael S.}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Journal = {Harvard School of Public Health American Behavioral Scientist}, Keywords = {terrorism}, Number = {1}, Pages = {51-71}, Publisher = { Raphael S. Ezekiel }, Title = {{An Ethnographer Looks at Neo-Nazi and Klan Groups The Racist Mind Revisited}}, Volume = {46}, Year = {2002}} @proceedings{intelligence, Address = {San Diego, CA, USA,}, Bibsource = {DBLP, http://dblp.uni-trier.de}, Booktitle = {ISI}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Editor = {Mehrotra, Sharad and Zeng, Daniel Dajun and Chen, Hsinchun and Thuraisingham, Bhavani M. and Wang, Fei-Yue}, Isbn = {3-540-34478-0}, Month = {May 23-24}, Organization = {Conference on Intelligence and Security Informatics, ISI}, Publisher = {Springer}, Series = {Lecture Notes in Computer Science}, Title = {{Intelligence and Security Informatics, IEEE International}}, Volume = {3975}, Year = {2006}} @inproceedings{Dugan:2006to, Author = {Dugan, Laura and LaFree, Gary and Fogg, Heather}, Bibsource = {DBLP, http://dblp.uni-trier.de}, Booktitle = {ISI}, Crossref = {intelligence}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Ee = {http://dx.doi.org/10.1007/11760146_36}, Keywords = {terrorism}, Pages = {407-419}, Title = {{A First Look at Domestic and International Global Terrorism Events, 1970-1997}}, Year = {2006}} @misc{LaFree:2006bc, Author = {LaFree, Gary and Dugan, Laura}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Howpublished = {Computer File}, Institution = {University of Maryland}, Keywords = {terrorism}, Title = {{Global Terrorism Database, 1970-1997}}, Year = {2006}} @misc{Smith:2007xw, Address = {Fayetteville}, Author = {Smith, Brent L. and Damphousse, Kelly R.}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Institution = {Inter-university Consortium for Political and Social Research}, Keywords = {terrorism}, Title = {{American Terrorism Study, 1980-2002, ICPSR04639-v1}}, Year = {2007}} @techreport{Falk:2005ax, Author = {Falk, Armin and Zweim{\"u}ller, Josef}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Institution = {Institute for the Study of Labor (IZA)}, Keywords = {terrorism}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/falk2005.pdf}, Month = Mar, Number = {1540}, Title = {{Unemployment and Right-Wing Extremist Crime}}, Type = {IZA Discussion Papers}, Url = {http://ideas.repec.org/p/iza/izadps/dp1540.html}, Year = 2005, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGCAAAAAAGCAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MMZmFsazIwMDUucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJtKfcR4kXwAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMR4dVwAAAABABAAEt/DABLfGgAS3KgAAHrcA 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B.}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Keywords = {statistic, machine-learning}, Publisher = {Wiley}, Title = {{Statistical analysis with missing data}}, Year = {1987}} @booklet{Inneren:2008qy, Address = {Alt-Moabit 101 D, 10559 Berlin}, Author = {{Bundesministerium des Inneren}}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Keywords = {terrorism}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/%7Bbundesministerium%20des%20inneren%7D2008.pdf}, Title = {{Verfassungsschutzbericht 2007}}, Year = {2008}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQHmAAAAAAHmAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA 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@booklet{Verfassungsschutz-des-Landes-Nordrhein-Westfalen:2004ty, Author = {{Verfassungsschutz des Landes NRW}}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Keywords = {terrorism}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/%7Bverfassungsschutz%20des%20landes%20nordrhein-westfalen%7D2004.pdf}, Month = {June}, Title = {{Wahlergebnisse extremistischer Parteien bei der Europawahl}}, Year = {2004}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQIeAAAAAAIeAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38Mfe3ZlcmZhc3N1bmdzc2NodXR6IGQjOUI1NDQ0LnBkZgAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJtURMR5VtQAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA 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{2008}, Title = {{http://www.interieur.gouv.fr/sections/\-a$\_$votre$\_$service/\-resultats-elections/senat2004/index.html, checked: 06/26/08}}, Year = {2004}} @webpage{election:holland, Author = {{Dutch Elections}}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Keywords = {elections}, Lastchecked = {1997}, Title = {{http://www.verkiezingsuitslagen.nl/, checked: 06/26/08}}, Year = {1997}} @webpage{eurostat, Author = {{EUROPA}}, Date-Added = {2008-09-16 20:06:36 +0200}, Date-Modified = {2008-09-16 20:06:36 +0200}, Keywords = {statistics}, Lastchecked = {06/26/08}, Title = {{http://epp.eurostat.ec.europa.eu, checked: 06/26/08}}, Year = {2008}} @techreport{Rish:2001cs, Address = {P.O. 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De and Suykens, J. A. K. and Moor, B. De}, Date-Added = {2008-06-04 22:19:46 +0200}, Date-Modified = {2008-06-05 08:49:24 +0200}, Doi = {http://dx.doi.org/10.1016/j.neunet.2005.06.025}, Issn = {0893-6080}, Journal = {Neural Netw.}, Keywords = {Machine Learning, SVM, missing data}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/pelckmans2005.pdf}, Number = {5-6}, Pages = {684--692}, Publisher = {Elsevier Science Ltd.}, Title = {Handling missing values in support vector machine classifiers}, Volume = {18}, Year = {2005}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGWAAAAAAGWAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MRcGVsY2ttYW5zMjAwNS5wZGYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJmS2cRsxSwAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMRsqQwAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAPE1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpwZWxja21hbnMy MDA1LnBkZgAOACQAEQBwAGUAbABjAGsAbQBhAG4AcwAyADAAMAA1AC4AcABkAGYADwAaAAwATQB hAGMAaQBuAHQAbwBzAGgAIABIAEQAEgAvVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvcG VsY2ttYW5zMjAwNS5wZGYAABMAAS8AABUAAgAN//8AANIeHyAhWCRjbGFzc2VzWiRjbGFzc25hb WWjISIjXU5TTXV0YWJsZURhdGFWTlNEYXRhWE5TT2JqZWN0XxAlLi4vRG9jdW1lbnRzL1BhcGVy cy9wZWxja21hbnMyMDA1LnBkZtIeHyYnoicjXE5TRGljdGlvbmFyeQAIABEAGgAfACkAMgA3ADo APwBBAFMAXABiAGkAcAB4AIMAhQCIAIoAjACPAJEAkwCdAKoArwC3ALkCUwJYAmECbAJwAn4ChQ KOArYCuwK+AAAAAAAAAgEAAAAAAAAAKAAAAAAAAAAAAAAAAAAAAss=}, Bdsk-Url-1 = {http://dx.doi.org/10.1016/j.neunet.2005.06.025}} @inproceedings{1009026, Address = {New York, NY, USA}, Author = {Liu, Xiaoyong and Croft, W. Bruce}, Booktitle = {SIGIR '04: Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval}, Date-Added = {2008-05-27 20:02:29 +0200}, Date-Modified = {2008-05-27 20:02:51 +0200}, Doi = {http://doi.acm.org/10.1145/1008992.1009026}, Isbn = {1-58113-881-4}, Keywords = {clustering, Information Retrieval}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/liu2004.pdf}, Location = {Sheffield, United Kingdom}, Pages = {186--193}, Publisher = {ACM}, Title = {Cluster-based retrieval using language models}, Year = {2004}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQF+AAAAAAF+AAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MLbGl1MjAwNC5wZGYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJi1psRiEZIAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMRh9XIAAAABABAAEt/DABLfGgAS3KgAAHrcA AIANk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpsaXUyMDA0LnBk ZgAOABgACwBsAGkAdQAyADAAMAA0AC4AcABkAGYADwAaAAwATQBhAGMAaQBuAHQAbwBzAGgAIAB IAEQAEgApVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvbGl1MjAwNC5wZGYAABMAAS8AAB UAAgAN//8AANIeHyAhWCRjbGFzc2VzWiRjbGFzc25hbWWjISIjXU5TTXV0YWJsZURhdGFWTlNEY XRhWE5TT2JqZWN0XxAfLi4vRG9jdW1lbnRzL1BhcGVycy9saXUyMDA0LnBkZtIeHyYnoicjXE5T RGljdGlvbmFyeQAIABEAGgAfACkAMgA3ADoAPwBBAFMAXABiAGkAcAB4AIMAhQCIAIoAjACPAJE AkwCdAKoArwC3ALkCOwJAAkkCVAJYAmYCbQJ2ApgCnQKgAAAAAAAAAgEAAAAAAAAAKAAAAAAAAA AAAAAAAAAAAq0=}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/1008992.1009026}} @inproceedings{DBLP:conf/ijcai/AltmanT07, Author = {Altman, Alon and Tennenholtz, Moshe}, Bibsource = {DBLP, http://dblp.uni-trier.de}, Booktitle = {IJCAI}, Crossref = {DBLP:conf/ijcai/2007}, Date-Added = {2008-05-27 19:59:32 +0200}, Date-Modified = {2008-05-27 20:00:09 +0200}, Ee = {http://www.ijcai.org/papers07/Papers/IJCAI07-192.pdf}, Keywords = {Machine Learning, CL, Information Retrieval}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/altman2007.pdf}, Pages = {1187-1192}, Title = {An Axiomatic Approach to Personalized Ranking Systems}, Year = {2007}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGKAAAAAAGKAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MOYWx0bWFuMjAwNy5wZGYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJi1aMRiEa0AAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMRh9Y0AAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOU1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczphbHRtYW4yMDA3 LnBkZgAADgAeAA4AYQBsAHQAbQBhAG4AMgAwADAANwAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB 0AG8AcwBoACAASABEABIALFVzZXJzL21wZWV0ei9Eb2N1bWVudHMvUGFwZXJzL2FsdG1hbjIwMD cucGRmABMAAS8AABUAAgAN//8AANIeHyAhWCRjbGFzc2VzWiRjbGFzc25hbWWjISIjXU5TTXV0Y WJsZURhdGFWTlNEYXRhWE5TT2JqZWN0XxAiLi4vRG9jdW1lbnRzL1BhcGVycy9hbHRtYW4yMDA3 LnBkZtIeHyYnoicjXE5TRGljdGlvbmFyeQAIABEAGgAfACkAMgA3ADoAPwBBAFMAXABiAGkAcAB 4AIMAhQCIAIoAjACPAJEAkwCdAKoArwC3ALkCRwJMAlUCYAJkAnICeQKCAqcCrAKvAAAAAAAAAg EAAAAAAAAAKAAAAAAAAAAAAAAAAAAAArw=}} @inproceedings{citeulike:437884, Abstract = {Probabilistic Latent Semantic Analysis is a novel statistical technique for the analysis of two--mode and co-occurrence data, which has applications in information retrieval and filtering, natural language processing, machine learning from text, and in related areas. Compared to standard Latent Semantic Analysis which stems from linear algebra and performs a Singular Value Decomposition of co-occurrence tables, the proposed method is based on a mixture decomposition derived from a latent class...}, Address = {Stockholm}, Author = {Hofmann, Thomas}, Booktitle = {Proc. of Uncertainty in Artificial Intelligence, UAI'99}, Citeulike-Article-Id = {437884}, Date-Added = {2008-05-27 19:46:33 +0200}, Date-Modified = {2008-05-27 19:46:41 +0200}, Keywords = {probability, sceneseg, semantics}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/hofmann1999.pdf}, Posted-At = {2008-03-16 17:09:59}, Priority = {2}, Title = {Probabilistic Latent Semantic Analysis}, Url = {http://citeseer.ist.psu.edu/hofmann99probabilistic.html}, Year = {1999}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGOAAAAAAGOAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MPaG9mbWFubjE5OTkucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJi0ncRiFQ0AAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMRh+O0AAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpob2ZtYW5uMTk5 OS5wZGYADgAgAA8AaABvAGYAbQBhAG4AbgAxADkAOQA5AC4AcABkAGYADwAaAAwATQBhAGMAaQB uAHQAbwBzAGgAIABIAEQAEgAtVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvaG9mbWFubj E5OTkucGRmAAATAAEvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU 011dGFibGVEYXRhVk5TRGF0YVhOU09iamVjdF8QIy4uL0RvY3VtZW50cy9QYXBlcnMvaG9mbWFu bjE5OTkucGRm0h4fJieiJyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGI AaQBwAHgAgwCFAIgAigCMAI8AkQCTAJ0AqgCvALcAuQJLAlACWQJkAmgCdgJ9AoYCrAKxArQAAA AAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAACwQ==}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/hofmann99probabilistic.html}} @article{Lavrenko:2001fv, Author = {Lavrenko, Victor and Croft, W. Bruce}, Date-Added = {2008-05-24 17:07:38 +0200}, Date-Modified = {2008-06-05 08:50:06 +0200}, Journal = {SIGIR'01}, Keywords = {Information Retrieval}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/lavrenko2001.pdf}, Month = {September 9-12}, Title = {Relevance-Based Language Models}, Year = {2001}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGSAAAAAAGSAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MQbGF2cmVua28yMDAxLnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAACQwOMQug8YAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMQuZ6YAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAO01hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpsYXZyZW5rbzIw MDEucGRmAAAOACIAEABsAGEAdgByAGUAbgBrAG8AMgAwADAAMQAuAHAAZABmAA8AGgAMAE0AYQB jAGkAbgB0AG8AcwBoACAASABEABIALlVzZXJzL21wZWV0ei9Eb2N1bWVudHMvUGFwZXJzL2xhdn JlbmtvMjAwMS5wZGYAEwABLwAAFQACAA3//wAA0h4fICFYJGNsYXNzZXNaJGNsYXNzbmFtZaMhI iNdTlNNdXRhYmxlRGF0YVZOU0RhdGFYTlNPYmplY3RfECQuLi9Eb2N1bWVudHMvUGFwZXJzL2xh dnJlbmtvMjAwMS5wZGbSHh8mJ6InI1xOU0RpY3Rpb25hcnkACAARABoAHwApADIANwA6AD8AQQB TAFwAYgBpAHAAeACDAIUAiACKAIwAjwCRAJMAnQCqAK8AtwC5Ak8CVAJdAmgCbAJ6AoECigKxAr YCuQAAAAAAAAIBAAAAAAAAACgAAAAAAAAAAAAAAAAAAALG}} @inproceedings{Mihalcea:2007qd, Address = {New York, NY, USA}, Author = {Mihalcea, Rada and Csomai, Andras}, Booktitle = {CIKM '07: Proceedings of the sixteenth ACM conference on Conference on information and knowledge management}, Date-Added = {2008-05-19 19:10:34 +0200}, Date-Modified = {2008-06-05 08:49:45 +0200}, Doi = {http://doi.acm.org/10.1145/1321440.1321475}, Isbn = {978-1-59593-803-9}, Keywords = {wikipedia}, Location = {Lisbon, Portugal}, Pages = {233--242}, Publisher = {ACM}, Read = {Yes}, Title = {Wikify!: linking documents to encyclopedic knowledge}, Year = {2007}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/1321440.1321475}} @book{Fellbaum:1998it, Abstract = {WordNet, an electronic lexical database, is considered to be the most important resource available to researchers in computational linguistics, text analysis, and many related areas. Its design is inspired by current psycholinguistic and computational theories of human lexical memory. English nouns, verbs, adjectives, and adverbs are organized into synonym sets, each representing one underlying lexicalized concept. Different relations link the synonym sets.

The purpose of this volume is twofold. First, it discusses the design of WordNet and the theoretical motivations behind it. Second, it provides a survey of representative applications, including word sense identification, information retrieval, selectional preferences of verbs, and lexical chains.

Contributors: Reem Al-Halimi, Robert C. Berwick, J. F. M. Burg, Martin Chodorow, Christiane Fellbaum, Joachim Grabowski, Sanda Harabagiu, Marti A. Hearst, Graeme Hirst, Douglas A. Jones, Rick Kazman, Karen T. Kohl, Shari Landes, Claudia Leacock, George A. Miller, Katherine J. Miller, Dan Moldovan, Naoyuki Nomura, Uta Priss, Philip Resnik, David St-Onge, Randee Tengi, Reind P. van de Riet, Ellen Voorhees.}, Author = {Fellbaum, Christiane}, Citeulike-Article-Id = {113955}, Date-Added = {2008-05-19 01:18:39 +0200}, Date-Modified = {2008-05-19 01:19:07 +0200}, Editor = {Fellbaum, Christiane}, Howpublished = {Hardcover}, Isbn = {026206197X}, Keywords = {linguistics, semantics, thesaurus, wordnet}, Month = {May}, Posted-At = {2007-02-05 13:51:44}, Priority = {1}, Publisher = {The MIT Press}, Title = {WordNet: An Electronic Lexical Database (Language, Speech, and Communication)}, Url = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20\&path=ASIN/026206197X}, Year = {1998}, Bdsk-Url-1 = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20%5C&path=ASIN/026206197X}} @article{Jansen:1998eu, Address = {New York, NY, USA}, Author = {Jansen, Bernard J. and Spink, Amanda and Bateman, Judy and Saracevic, Tefko}, Date-Added = {2008-05-19 01:01:21 +0200}, Date-Modified = {2008-05-19 01:02:18 +0200}, Doi = {http://doi.acm.org/10.1145/281250.281253}, Issn = {0163-5840}, Journal = {SIGIR Forum}, Keywords = {user behaviour, IR}, Number = {1}, Pages = {5--17}, Publisher = {ACM}, Title = {Real life information retrieval: a study of user queries on the Web}, Volume = {32}, Year = {1998}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/281250.281253}} @inproceedings{160715, Address = {New York, NY, USA}, Author = {Voorhees, Ellen M.}, Booktitle = {SIGIR '93: Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval}, Date-Added = {2008-05-19 00:59:21 +0200}, Date-Modified = {2008-05-19 00:59:32 +0200}, Doi = {http://doi.acm.org/10.1145/160688.160715}, Isbn = {0-89791-605-0}, Keywords = {Wordnet, word sense disambiguation}, Location = {Pittsburgh, Pennsylvania, United States}, Pages = {171--180}, Publisher = {ACM}, Title = {Using WordNet to disambiguate word senses for text retrieval}, Year = {1993}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/160688.160715}} @inproceedings{1148238, Address = {New York, NY, USA}, Author = {Carmel, David and Yom-Tov, Elad and Darlow, Adam and Pelleg, Dan}, Booktitle = {SIGIR '06: Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval}, Date-Added = {2008-05-17 18:13:22 +0200}, Date-Modified = {2008-05-17 18:13:37 +0200}, Doi = {http://doi.acm.org/10.1145/1148170.1148238}, Isbn = {1-59593-369-7}, Keywords = {wsd, word sense disambiguation}, Location = {Seattle, Washington, USA}, Pages = {390--397}, Publisher = {ACM}, Title = {What makes a query difficult?}, Year = {2006}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/1148170.1148238}} @article{Deerwester:1990fy, Author = {Deerwester, Scott C. and Dumais, Susan T. and Landauer, Thomas K. and Furnas, George W. and Harshman, Richard A.}, Date-Added = {2008-05-17 18:05:24 +0200}, Date-Modified = {2008-05-17 18:05:46 +0200}, Journal = {Journal of the American Society of Information Science}, Keywords = {word sense disambiguation, wsd}, Number = {6}, Pages = {391-407}, Title = {Indexing by Latent Semantic Analysis}, Url = {citeseer.ist.psu.edu/deerwester90indexing.html}, Volume = {41}, Year = {1990}, Bdsk-Url-1 = {citeseer.ist.psu.edu/deerwester90indexing.html}} @inbook{Rocchio:1971cs, Author = {Rocchio, J.J.}, Chapter = {Relevance Feedback in Information Retrieval}, Date-Added = {2008-05-16 17:25:55 +0200}, Date-Modified = {2008-05-16 17:27:44 +0200}, Editor = {Salton, G.}, Keywords = {Information Retrieval}, Pages = { 313--323}, Publisher = { Prentice Hall}, Title = {SMART Retrieval System}, Year = {1971}} @inproceedings{Schmid:2007qe, Author = {Schmid, Helmut and Baroni, Marco and Zanchetta, Eros and Stein, Achim}, Booktitle = {proceedings of the EVALITA 2007 workshop}, Date-Added = {2008-05-16 17:11:55 +0200}, Date-Modified = {2008-06-05 08:51:51 +0200}, Keywords = {CL}, Title = {The Enriched TreeTagger System}, Year = 2007} @url{Amsterdam:oq, Author = {of Amsterdam, University}, Date-Added = {2008-05-16 16:49:30 +0200}, Date-Modified = {2008-05-16 16:50:21 +0200}, Keywords = {wikipedia, Information Retrieval, CL, Corporac}, Title = {WikiXML: Wikipedia XML corpus}, Url = {http://ilps.science.uva.nl/WikiXML}, Urldate = {2008}, Bdsk-Url-1 = {http://ilps.science.uva.nl/WikiXML}} @url{CMU:eu, Author = {by CMU, The LEMUR PROJECT and UMASS}, Date-Added = {2008-05-16 16:43:40 +0200}, Date-Modified = {2008-05-16 16:45:38 +0200}, Keywords = {Lemur, Information Retrieval, Information Retrieval, Information Retrieval}, Title = {Lemur toolkit for language modeling and information retrieval}, Url = {http://www.lemurproject.org}, Urldate = {2006}, Bdsk-Url-1 = {http://www.lemurproject.org}} @article{Ciffolilli:2003nx, Author = {Ciffolilli, Andrea}, Citeulike-Article-Id = {118623}, Date-Added = {2008-05-16 15:57:14 +0200}, Date-Modified = {2008-05-16 15:57:19 +0200}, Journal = {First Monday}, Keywords = {community, wikipedia}, Month = {December}, Number = {12}, Posted-At = {2005-03-09 19:55:16}, Priority = {2}, Title = {Phantom authority, self--selective recruitment and retention of members in virtual communities: The case of Wikipedia}, Url = {http://www.firstmonday.org/issues/issue8\_12/ciffolilli/index.html}, Volume = {8}, Year = {2003}, Bdsk-Url-1 = {http://www.firstmonday.org/issues/issue8%5C_12/ciffolilli/index.html}} @electronic{Wikipedia:2008qd, Author = {Wikipedia}, Date-Added = {2008-05-16 10:58:30 +0200}, Date-Modified = {2008-05-16 10:59:04 +0200}, Keywords = {wikipedia}, Month = {Mai}, Title = {Wikipedia statistics}, Url = {http://en.wikipedia.org/wiki/Wikipedia:Statistics}, Urldate = {Mai, 2008}, Year = {2008}, Bdsk-Url-1 = {http://en.wikipedia.org/wiki/Wikipedia:Statistics}} @inproceedings{Mihalcea:2007fv, Author = {Mihalcea, Rada}, Booktitle = {Proceedings of NAACL HLT 2007 }, Date-Added = {2008-05-15 14:32:36 +0200}, Date-Modified = {2008-05-15 14:33:26 +0200}, Generator = { bib2tex 0.1 }, Keywords = {WW-MUST disambiguation thesaurus wikipedia }, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/mihalcea2007.pdf}, Rest = { pages 196--203, April 2007 }, Title = { Using Wikipedia for Automatic Word Sense Disambiguation }, Url = { http://www.cs.unt.edu/~rada/papers/mihalcea.naacl07.pdf }, Year = { 2007 }, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGSAAAAAAGSAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MQbWloYWxjZWEyMDA3LnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAI6hScRQkeoAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMRQdcoAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAO01hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczptaWhhbGNlYTIw 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Lee., H.B.}, Booktitle = {Proceedings of ACL }, Date-Added = {2008-05-15 14:18:08 +0200}, Date-Modified = {2008-06-05 08:52:20 +0200}, Keywords = {word sense disambiguation, CL,}, Title = {Integrating multiple knowledge sources to disambiguate word sense: An examplar-based ap- proach}, Year = {1996}} @inproceedings{Navigli:2005rm, Author = {Navigli, R. and Velardi, P.}, Booktitle = {IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI)}, Date-Added = {2008-05-15 14:12:36 +0200}, Date-Modified = {2008-06-05 08:52:43 +0200}, Keywords = {word sense disambiguation, wsd, CL}, Title = {Structural semantic interconnections: a knowledge-based approach to word sense dis- ambiguation}, Volume = {27}, Year = {2005}} @electronic{wiki:disamb, Author = {Wikipedia}, Date-Added = {2008-05-15 11:49:01 +0200}, Date-Modified = {2008-05-15 11:54:41 +0200}, Keywords = {wikipedia}, Month = {Mai}, Title = {Guideline for Disambiguation pages}, Url = {http://en.wikipedia.org/wiki/Wikipedia:Disambiguation}, Urldate = {Mai, 2008}, Year = {2008}, Bdsk-Url-1 = {http://en.wikipedia.org/wiki/Wikipedia:Disambiguation}} @electronic{wiki:lead, Author = {Wikipedia}, Date-Added = {2008-05-15 11:45:47 +0200}, Date-Modified = {2008-05-15 11:54:30 +0200}, Keywords = {wikipedia}, Lastchecked = {Mai, 2008}, Month = {Mai}, Title = {Guideline for Lead Sections}, Url = {http://en.wikipedia.org/wiki/Wikipedia:Lead_section }, Urldate = {Mai, 2008}, Year = {2008}, Bdsk-Url-1 = {http://en.wikipedia.org/wiki/Wikipedia:Lead_section%20}} @inproceedings{Lesk:1986rz, Address = {Toronto}, Author = {Lesk, M.E.}, Booktitle = {Proceedings of the SIGDOC Conference 1986}, Date-Added = {2008-05-15 11:40:33 +0200}, Date-Modified = {2008-05-17 18:04:19 +0200}, Keywords = {Lesk, Wordnet, CL}, Month = {June}, Title = {Automatic sense disambiguation using machine readable dictionaries: How to tell a pine cone from an ice cream cone.}, Year = {1986}} @unpublished{D.Bauer.:2008sf, Author = {D.~Bauer.}, Date-Added = {2008-05-15 11:37:26 +0200}, Date-Modified = {2008-05-15 11:39:13 +0200}, Keywords = {CL, Wordnet, wikipedia}, Month = {August}, Note = { B.Sc. Thesis}, Title = {Learning the semantics of Wikipedia hyperlinks}, Year = {2007}} @book{Th.-Gevers:2004qr, Author = {Th. Gevers, A.W.M. Smeulders}, Date-Added = {2008-05-09 12:36:47 +0200}, Date-Modified = {2008-05-16 16:45:38 +0200}, Editor = {Medioni, G. and Kang, S. B.}, Keywords = {colour, color, Information Retrieval, Information Retrieval}, Publisher = {Prentice Hall}, Title = {Content-based Image Retrieval: An Overview, Survey on content-based image retrieval}, Year = {2004}} @inproceedings{Zhai:2001qv, Author = {Zhai, Chengxiang and Lafferty, John}, Booktitle = {Research and Development in Information Retrieval}, Date-Added = {2008-04-28 09:42:55 +0200}, Date-Modified = {2008-06-05 08:50:33 +0200}, Keywords = {Information Retrieval, Smoothing}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/zhai2001.pdf}, Pages = {334-342}, Title = {A Study of Smoothing Methods for Language Models Applied to Ad Hoc Information Retrieval}, Url = {citeseer.ist.psu.edu/article/zhai04study.html}, Year = {2001}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGCAAAAAAGCAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MMemhhaTIwMDEucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC5Eg8Q7TAsAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMQ7L+sAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAN01hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczp6aGFpMjAwMS5w ZGYAAA4AGgAMAHoAaABhAGkAMgAwADAAMQAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG8AcwB oACAASABEABIAKlVzZXJzL21wZWV0ei9Eb2N1bWVudHMvUGFwZXJzL3poYWkyMDAxLnBkZgATAA EvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU011dGFibGVEYXRhV k5TRGF0YVhOU09iamVjdF8QIC4uL0RvY3VtZW50cy9QYXBlcnMvemhhaTIwMDEucGRm0h4fJiei JyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGIAaQBwAHgAgwCFAIgAigC MAI8AkQCTAJ0AqgCvALcAuQI/AkQCTQJYAlwCagJxAnoCnQKiAqUAAAAAAAACAQAAAAAAAAAoAA AAAAAAAAAAAAAAAAACsg==}, Bdsk-Url-1 = {citeseer.ist.psu.edu/article/zhai04study.html}} @article{Bhattacharyya:1943qy, Author = {Bhattacharyya, A.}, Date-Added = {2008-04-24 19:35:58 +0200}, Date-Modified = {2008-06-05 08:53:04 +0200}, Journal = {Bull. Calcutta Math. Soc}, Keywords = {batta}, Pages = { 99--109}, Title = {On a measure of divergence between two statistical populations defined by probability distributions}, Volume = {35}, Year = {1943}} @inproceedings{WilkinsonCalder2006, Address = {Sydney Australia}, Author = {Wilkinson, Brett and Calder, Paul}, Booktitle = {International Conference on Computer Graphics, Imaging and Visualisation (CGIV'06)}, Date-Added = {2008-04-21 15:23:35 +0200}, Date-Modified = {2008-04-21 15:23:35 +0200}, Editor = {Banissi, Ebad and Sarfraz, Muhammad and Huang, Mao Lin and Wu, Qiang}, Ee = {http://dx.doi.org/10.1109/CGIV.2006.24}, Pages = {452-457}, Publisher = {IEEE}, Title = {Augmented Reality for the Real World}, Year = {2006}} @book{Van-Rijsbergen:1979qy, Author = {Van Rijsbergen, C. J.}, Date-Added = {2008-04-11 11:20:14 +0200}, Date-Modified = {2008-04-11 11:21:08 +0200}, Keywords = {Information Retrieval}, Publisher = {Dept. of Computer Science, University of Glasgow}, Title = {Information Retrieval, 2nd edition}, Url = {http://www.dcs.gla.ac.uk/Keith/Preface.html}, Year = {1979}, Bdsk-Url-1 = {http://www.dcs.gla.ac.uk/Keith/Preface.html}} @inproceedings{Smucker:2007qy, Address = {New York, NY, USA}, Author = {Smucker, Mark D. and Allan, James and Carterette, Ben}, Booktitle = {CIKM '07: Proceedings of the sixteenth ACM conference on Conference on information and knowledge management}, Date-Added = {2008-04-09 19:27:53 +0200}, Date-Modified = {2008-04-09 22:22:13 +0200}, Doi = {http://doi.acm.org/10.1145/1321440.1321528}, Isbn = {978-1-59593-803-9}, Keywords = {Information Retrieval}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/smucker2007.pdf}, Location = {Lisbon, Portugal}, Pages = {623--632}, Publisher = {ACM}, Title = {A comparison of statistical significance tests for information retrieval evaluation}, Year = {2007}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGOAAAAAAGOAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MPc211Y2tlcjIwMDcucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAACIA/MQiyPkAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMQirNkAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpzbXVja2VyMjAw Ny5wZGYADgAgAA8AcwBtAHUAYwBrAGUAcgAyADAAMAA3AC4AcABkAGYADwAaAAwATQBhAGMAaQB uAHQAbwBzAGgAIABIAEQAEgAtVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvc211Y2tlcj IwMDcucGRmAAATAAEvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU 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International Conference on Music Information Retrieval (ISMIR 2005)}, Date-Added = {2008-04-05 22:10:42 +0200}, Date-Modified = {2008-06-05 08:50:51 +0200}, Isbn = {0-9551179-0-9}, Keywords = {Music}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/lidy2005.pdf}, Month = {September 11-15}, Pages = {34-41}, Title = {Evaluation of Feature Extractors and Psycho-acoustic Transformations for Music Genre Classification}, Year = {2005}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGCAAAAAAGCAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MMbGlkeTIwMDUucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAACEsBsQdqXYAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMQdjVYAAAABABAAEt/DABLfGgAS3KgAAHrcA 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+0200}, Date-Modified = {2008-05-16 16:45:38 +0200}, Ee = {http://arxiv.org/abs/cmp-lg/9808002}, Journal = {CoRR}, Keywords = {Wordnet, Information Retrieval, Information Retrieval, CL}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/gonzalo1998.pdf}, Title = {Indexing with WordNet synsets can improve Text Retrieval}, Volume = {cmp-lg/9808002}, Year = {1998}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGOAAAAAAGOAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MPZ29uemFsbzE5OTgucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAACCpTMQbu5kAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMQbn3kAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpnb256YWxvMTk5 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{2007}, Bdsk-Url-1 = {http://www.springerlink.com/content/u0h18n53r6186v53/}} @misc{Cilibrasi:2003fp, Author = {Cilibrasi, Rudi and Vitanyi, Paul and {de Wolf}, Ronald}, Date-Added = {2008-02-25 14:18:42 +0100}, Date-Modified = {2008-06-05 08:51:07 +0200}, Keywords = {Music, clustering}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/cilibrasi2003.pdf}, Title = {Algorithmic Clustering of Music}, Url = {http://arxiv.org/pdf/cs/0303025v1}, Year = {2003}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGWAAAAAAGWAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MRY2lsaWJyYXNpMjAwMy5wZGYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLfx8Pof2wAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA 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Bdsk-Url-1 = {http://serendip.brynmawr.edu/bb/neuro/neuro04/web2/gvaidya.html}} @misc{Schapire:2001fg, Abstract = {Boosting is a general method for improving the accuracy of any given learning algorithm. Focusing primarily on the AdaBoost algorithm, this chapter overviews some of the recent work on boosting including analyses of AdaBoost's training error and generalization error; boosting's connection to game theory and linear programming; the relationship between boosting and logistic regression; extensions of AdaBoost for multiclass classification problems; methods of incorporating human knowledge...}, Author = {Schapire, R.}, Citeulike-Article-Id = {1109240}, Date-Added = {2008-02-06 23:57:33 +0100}, Date-Modified = {2008-02-06 23:57:44 +0100}, Keywords = {boosting, schapire}, Priority = {3}, Title = {The boosting approach to machine learning: An overview}, Url = {http://citeseer.ist.psu.edu/489339.html}, Year = {2001}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/489339.html}} @techreport{Duin:2000jk, Author = {Duin, R. P. W.}, Date-Added = {2008-02-06 00:10:38 +0100}, Date-Modified = {2008-06-05 08:54:45 +0200}, Institution = {Delft University of Technology}, Keywords = {Mathe}, Title = {PRTools Version 3.0: A Matlab Toolbox for Pattern Recognition}, Year = {2000}} @inbook{Dietterich:2001zu, Author = {Dietterich, T.G}, Chapter = {Ensemble methods in machine learning}, Date-Added = {2008-02-02 14:41:41 +0100}, Date-Modified = {2008-06-05 08:55:01 +0200}, Editor = {Kittler, J., Roli F}, Keywords = {Machine Learning}, Number = {1--15}, Publisher = {Springer }, Series = {LNCS}, Title = {Multiple Classifier Systems}, Volume = {1857}, Year = {2001}} @inproceedings{Lowe:2003sq, Author = {Lowe, D.}, Booktitle = {International Journal of Computer Vision}, Date-Added = {2008-02-01 16:20:12 +0100}, Date-Modified = {2008-02-01 16:20:34 +0100}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/lowe2003.pdf}, Pages = {91--110}, Title = {Distinctive image features from scale-invariant keypoints}, Url = {citeseer.ist.psu.edu/lowe04distinctive.html}, Volume = {20}, Year = {2003}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGCAAAAAAGCAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MMbG93ZTIwMDMucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf1cPI9y8AAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMPI6R8AAAABABAAEt/DABLfGgAS3KgAAHrcA AIAN01hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpsb3dlMjAwMy5w ZGYAAA4AGgAMAGwAbwB3AGUAMgAwADAAMwAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG8AcwB oACAASABEABIAKlVzZXJzL21wZWV0ei9Eb2N1bWVudHMvUGFwZXJzL2xvd2UyMDAzLnBkZgATAA EvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU011dGFibGVEYXRhV k5TRGF0YVhOU09iamVjdF8QIC4uL0RvY3VtZW50cy9QYXBlcnMvbG93ZTIwMDMucGRm0h4fJiei JyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGIAaQBwAHgAgwCFAIgAigC MAI8AkQCTAJ0AqgCvALcAuQI/AkQCTQJYAlwCagJxAnoCnQKiAqUAAAAAAAACAQAAAAAAAAAoAA AAAAAAAAAAAAAAAAACsg==}, Bdsk-Url-1 = {citeseer.ist.psu.edu/lowe04distinctive.html}} @article{Amit:1997xm, Author = {Amit, Y. and Geman, D. and Wilder, K.}, Date-Added = {2008-02-01 16:02:01 +0100}, Date-Modified = {2008-02-01 19:12:24 +0100}, Journal = {IEEE Trans. Pattern Anal. Mach. Intell. }, Keywords = {Image processing, feature selection, decision trees}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/amit1997.pdf}, Month = {Nov}, Number = {11}, Title = {Joint induction of shape features and tree classifiers}, Url = {citeseer.ist.psu.edu/geman97joint.html}, Volume = {19}, Year = {1997}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGCAAAAAAGCAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MMYW1pdDE5OTcucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLfxcPI8tkAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMPI5MkAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAN01hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczphbWl0MTk5Ny5w ZGYAAA4AGgAMAGEAbQBpAHQAMQA5ADkANwAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG8AcwB oACAASABEABIAKlVzZXJzL21wZWV0ei9Eb2N1bWVudHMvUGFwZXJzL2FtaXQxOTk3LnBkZgATAA EvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU011dGFibGVEYXRhV k5TRGF0YVhOU09iamVjdF8QIC4uL0RvY3VtZW50cy9QYXBlcnMvYW1pdDE5OTcucGRm0h4fJiei JyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGIAaQBwAHgAgwCFAIgAigC MAI8AkQCTAJ0AqgCvALcAuQI/AkQCTQJYAlwCagJxAnoCnQKiAqUAAAAAAAACAQAAAAAAAAAoAA AAAAAAAAAAAAAAAAACsg==}, Bdsk-Url-1 = {citeseer.ist.psu.edu/geman97joint.html}} @article{D.Sharvit:1998nd, Author = {D.Sharvit, J.Chan, H.Tek and B.Kimia}, Date-Added = {2008-02-01 15:58:39 +0100}, Date-Modified = {2008-02-01 15:59:49 +0100}, Journal = {Visual Communication and Image Representation}, Title = {Symmetry-based indexing of image databases}, Year = {1998}} @article{Lecun:1998ke, Author = {Lecun, Y. Bottou, L. Bengio Y. Haffner P.}, Date-Added = {2008-02-01 15:22:40 +0100}, Date-Modified = {2008-02-01 15:24:26 +0100}, Journal = {Proceedings of the IEEE}, Keywords = {Image processing}, Month = {Nov}, Number = {11}, Pages = {2278-2324}, Title = {Gradient-based learning applied to document recognition}, Volume = {86}, Year = {1998}} @article{Zahn:1972gi, Author = {Zahn, Charles T. and Roskies, Ralph Z.}, Date-Added = {2008-02-01 14:48:33 +0100}, Date-Modified = {2008-02-01 14:51:41 +0100}, Journal = {Trans. On Computer}, Keywords = {Image processing, Fourier descriptors}, Number = {3}, Pages = {269-28}, Title = {Fourier Descriptors for Plane closed Curves}, Volume = {c-21}, Year = {1972}} @misc{AdaBoost2008, Author = {Vezhnevets, Alexander}, Date-Added = {2008-01-28 14:34:55 +0100}, Date-Modified = {2008-02-01 19:11:17 +0100}, Keywords = {AdaBoost, Machine Learning}, Title = {GML AdaBoost Matlab Toolbox}, Url = {http://research.graphicon.ru/machine-learning/gml-adaboost-matlab-toolbox-3.html}, Urldate = {2008}, Year = {2008}, Bdsk-Url-1 = {http://research.graphicon.ru/machine-learning/gml-adaboost-matlab-toolbox-3.html}} @electronic{matlab74a, Author = {MathWorks}, Date-Added = {2008-01-28 14:25:41 +0100}, Date-Modified = {2008-01-28 15:03:43 +0100}, Read = {Yes}, Title = {Matlab: Online help of function , Release 7.4a}, Url = {www.mathworks.com}, Urldate = {2008}, Bdsk-Url-1 = {www.mathworks.com}} @conference{Cleveland:1983zr, Author = {Cleveland, W. S.}, Booktitle = {Graphical Techniques for ExploringData}, Date-Added = {2008-01-28 13:26:12 +0100}, Date-Modified = {2008-01-28 13:30:04 +0100}, Journal = {Graphical Techniques for Exploring Data,}, Keywords = {Smoothing}, Organization = {Association for Computing Machinery SIG- GRAPH}, Pages = {Tutorial 23}, Title = {Lowess: Robust Locally Weighted Re- gression for Smoothing and Graphing Data in Two or More Dimensions}, Year = {1983}} @article{Liu:2005ty, Address = {Piscataway, NJ, USA}, Author = {Liu, Huan and Yu, Lei}, Date-Added = {2008-01-28 13:18:51 +0100}, Date-Modified = {2008-01-28 13:20:46 +0100}, Doi = {http://dx.doi.org/10.1109/TKDE.2005.66}, Issn = {1041-4347}, Journal = {IEEE Transactions on Knowledge and Data Engineering}, Note = {Senior Member-Huan Liu and Student Member-Lei Yu}, Number = {4}, Pages = {491--502}, Publisher = {IEEE Educational Activities Department}, Title = {Toward Integrating Feature Selection Algorithms for Classification and Clustering}, Url = {http://portal.acm.org/ft_gateway.cfm?id=1048866&type=external&coll=GUIDE&dl=GUIDE&CFID=13963457&CFTOKEN=37999430}, Volume = {17}, Year = {2005}, Bdsk-Url-1 = {http://portal.acm.org/ft_gateway.cfm?id=1048866&type=external&coll=GUIDE&dl=GUIDE&CFID=13963457&CFTOKEN=37999430}, Bdsk-Url-2 = {http://dx.doi.org/10.1109/TKDE.2005.66}} @inbook{Whittaker:1967gv, Author = {Whittaker, E. T and Robinson, G.}, Chapter = {11}, Date-Added = {2008-01-17 18:54:05 +0100}, Date-Modified = {2008-01-17 18:58:25 +0100}, Pages = {285-316}, Publisher = {Dover Publications}, Title = {The calculus of observations: An introduction to numerical analysis}, Year = {1967}} @unpublished{Gasthaus:2007zf, Author = {Gasthaus, Jan}, Date-Added = {2007-12-02 20:54:40 +0100}, Date-Modified = {2007-12-02 20:54:56 +0100}, Note = {Bachelor's Thesis, University of Osnabr\"{u}ck}, Title = {Prototype-Based Relevance Learning for Genre Classification}, Year = {2007}} @mastersthesis{Peetz:2007to, Author = {Peetz, Maria-Hendrike}, Date-Added = {2007-12-02 20:38:32 +0100}, Date-Modified = {2007-12-02 20:40:59 +0100}, Keywords = {Suffix Tree, CL, text-classification}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/peetz2007.pdf}, School = {University of Osnabr{\"u}ck}, Title = {Using Suffix Trees for Text Categorization in Computational Linguistics}, Year = {2007}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGGAAAAAAGGAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MNcGVldHoyMDA3LnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf2cLw0xsAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMLwtvsAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOE1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpwZWV0ejIwMDcu cGRmAA4AHAANAHAAZQBlAHQAegAyADAAMAA3AC4AcABkAGYADwAaAAwATQBhAGMAaQBuAHQAbwB zAGgAIABIAEQAEgArVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvcGVldHoyMDA3LnBkZg AAEwABLwAAFQACAA3//wAA0h4fICFYJGNsYXNzZXNaJGNsYXNzbmFtZaMhIiNdTlNNdXRhYmxlR GF0YVZOU0RhdGFYTlNPYmplY3RfECEuLi9Eb2N1bWVudHMvUGFwZXJzL3BlZXR6MjAwNy5wZGbS Hh8mJ6InI1xOU0RpY3Rpb25hcnkACAARABoAHwApADIANwA6AD8AQQBTAFwAYgBpAHAAeACDAIU AiACKAIwAjwCRAJMAnQCqAK8AtwC5AkMCSAJRAlwCYAJuAnUCfgKiAqcCqgAAAAAAAAIBAAAAAA AAACgAAAAAAAAAAAAAAAAAAAK3}} @article{Guyon:2003nr, Address = {Cambridge, MA, USA}, Author = {Guyon, Isabelle and Elisseeff, Andre}, Citeulike-Article-Id = {167555}, Date-Added = {2007-11-25 14:12:19 +0100}, Date-Modified = {2007-11-25 14:14:38 +0100}, Issn = {1533-7928}, Journal = {J. Mach. Learn. Res.}, Keywords = {feature selection, survey, Machine Learning, dimensionality}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/guyon2003.pdf}, Pages = {1157--1182}, Publisher = {MIT Press}, Title = {An introduction to variable and feature selection}, Url = {http://portal.acm.org/citation.cfm?id=944968}, Volume = {3}, Year = {2003}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGGAAAAAAGGAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MNZ3V5b24yMDAzLnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf0MNvM1EAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMNvJUEAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOE1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpndXlvbjIwMDMu cGRmAA4AHAANAGcAdQB5AG8AbgAyADAAMAAzAC4AcABkAGYADwAaAAwATQBhAGMAaQBuAHQAbwB zAGgAIABIAEQAEgArVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvZ3V5b24yMDAzLnBkZg AAEwABLwAAFQACAA3//wAA0h4fICFYJGNsYXNzZXNaJGNsYXNzbmFtZaMhIiNdTlNNdXRhYmxlR GF0YVZOU0RhdGFYTlNPYmplY3RfECEuLi9Eb2N1bWVudHMvUGFwZXJzL2d1eW9uMjAwMy5wZGbS Hh8mJ6InI1xOU0RpY3Rpb25hcnkACAARABoAHwApADIANwA6AD8AQQBTAFwAYgBpAHAAeACDAIU AiACKAIwAjwCRAJMAnQCqAK8AtwC5AkMCSAJRAlwCYAJuAnUCfgKiAqcCqgAAAAAAAAIBAAAAAA AAACgAAAAAAAAAAAAAAAAAAAK3}, Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=944968}} @article{Bell:1995qv, Abstract = {We derive a new self-organising learning algorithm which maximises the information transferred in a network of non-linear units. The algorithm does not assume any knowledge of the input distributions, and is defined here for the zero-noise limit. Under these conditions, information maximisation has extra properties not found in the linear case (Linsker 1989). The non-linearities in the transfer function are able to pick up higher-order moments of the input distributions and perform something akin to true redundancy reduction between units in the output representation. This enables the network to separate statistically independent components in the inputs: a higher-order generalisation of Principal Components Analysis. We apply the network to the source separation (or cocktail party) problem, successfully separating unknown mixtures of up to ten speakers. We also show that a variant on the network architecture is able to perform blind deconvolution (cancellation of unknown echoes and reverberation in a speech signal). Finally, we derive dependencies of information transfer on time delays. We suggest that information maximisation provides a unifying framework for problems in `blind' signal processing. }, Author = {Bell, Anthony J. and Sejnowski, Terrence J.}, Date-Added = {2007-11-25 14:07:23 +0100}, Date-Modified = {2007-11-25 14:08:26 +0100}, Journal = {Neural Computation}, Keywords = {ica}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/bell1995.ps}, Number = {6}, Pages = {1129--1159}, Title = {An Information-Maximization Approach to Blind Separation and Blind Deconvolution}, Url = {citeseer.ist.psu.edu/bell95informationmaximization.html}, Volume = {7}, Year = {1995}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQF+AAAAAAF+AAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MLYmVsbDE5OTUucHMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLfxsNvMb0AAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMNvI60AAAABABAAEt/DABLfGgAS3KgAAHrcA AIANk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpiZWxsMTk5NS5w cwAOABgACwBiAGUAbABsADEAOQA5ADUALgBwAHMADwAaAAwATQBhAGMAaQBuAHQAbwBzAGgAIAB IAEQAEgApVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvYmVsbDE5OTUucHMAABMAAS8AAB UAAgAN//8AANIeHyAhWCRjbGFzc2VzWiRjbGFzc25hbWWjISIjXU5TTXV0YWJsZURhdGFWTlNEY XRhWE5TT2JqZWN0XxAfLi4vRG9jdW1lbnRzL1BhcGVycy9iZWxsMTk5NS5wc9IeHyYnoicjXE5T RGljdGlvbmFyeQAIABEAGgAfACkAMgA3ADoAPwBBAFMAXABiAGkAcAB4AIMAhQCIAIoAjACPAJE AkwCdAKoArwC3ALkCOwJAAkkCVAJYAmYCbQJ2ApgCnQKgAAAAAAAAAgEAAAAAAAAAKAAAAAAAAA AAAAAAAAAAAq0=}, Bdsk-Url-1 = {citeseer.ist.psu.edu/bell95informationmaximization.html}} @article{hote:33, Author = {Hotelling, H.}, Date-Added = {2007-11-25 14:00:27 +0100}, Date-Modified = {2007-11-29 13:36:58 +0100}, Journal = {Journal of Educational Psychology}, Keywords = {statistics, eig, svd, pca, multivariate analysis}, Pages = {417-441 and 498-520}, Title = {Analysis of a Complex of Statistical Variables into Principal Components}, Volume = {24}, Year = {1933}} @inproceedings{Bauer:2007bs, Author = {Bauer, Daniel and Degen, Judith and Deng, Xiaoye and Evert, Stefan and Herger, Priska and Gasthaus, Jan and Giesbrecht, Eugenie and Jansen, Lina and a, Christin Kalin and Krueger, Thorben and Maertin, Robert and Schmidt, Martin and Scholler, Simon and Steger, Johannes and Stemle, Egon}, Booktitle = {Proceedings of the Third Web as Corpus Workshop (WAC3), CLEANEVAL Session, Louvain-la-Neuve, Belgium}, Date-Added = {2007-11-13 20:52:13 +0100}, Date-Modified = {2007-11-13 20:54:50 +0100}, Keywords = {Spam, CL, Machine Learning, text-classification}, Title = {Filtering the Internet by automatic subtree classification, Osnabr{\"u}ck}, Url = {http://purl.org/stefan.evert/PUB/BauerEtc2007_FIASCO.pdf}, Year = {2007}, Bdsk-Url-1 = {http://purl.org/stefan.evert/PUB/BauerEtc2007_FIASCO.pdf}} @article{Comaniciu:2003dp, Abstract = {A new approach toward target representation and localization, the central component in visual track- ing of non-rigid objects, is proposed. The feature histogram based target representations are regularized by spatial masking with an isotropic kernel. The masking induces spatially-smooth similarity functions suitable for gradient-based optimization, hence, the target localization problem can be formulated us- ing the basin of attraction of the local maxima. We employ a metric derived from the Bhattacharyya coefficient as similarity measure, and use the mean shift procedure to perform the optimization. In the presented tracking examples the new method successfully coped with camera motion, partial occlusions, clutter, and target scale variations. Integration with motion filters and data association techniques is also discussed. We describe only few of the potential applications: exploitation of background information, Kalman tracking using motion models, and face tracking.}, Address = {Washington, DC, USA}, Author = {Comaniciu, Dorin and Ramesh, Visvanathan and Meer, Peter}, Date-Added = {2007-11-13 14:33:00 +0100}, Date-Modified = {2007-11-15 14:45:06 +0100}, Doi = {http://dx.doi.org/10.1109/TPAMI.2003.1195991}, Issn = {0162-8828}, Journal = {IEEE Trans. Pattern Anal. Mach. Intell.}, Keywords = {Tracking, Kernel, Multimedia Information Retrieval}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/comaniciu2003.pdf}, Number = {5}, Pages = {564--575}, Publisher = {IEEE Computer Society}, Title = {Kernel-Based Object Tracking}, Volume = {25}, Year = {2003}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGWAAAAAAGWAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MRY29tYW5pY2l1MjAwMy5wZGYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLfyMNTpSUAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMNTlxUAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAPE1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpjb21hbmljaXUy MDAzLnBkZgAOACQAEQBjAG8AbQBhAG4AaQBjAGkAdQAyADAAMAAzAC4AcABkAGYADwAaAAwATQB hAGMAaQBuAHQAbwBzAGgAIABIAEQAEgAvVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvY2 9tYW5pY2l1MjAwMy5wZGYAABMAAS8AABUAAgAN//8AANIeHyAhWCRjbGFzc2VzWiRjbGFzc25hb WWjISIjXU5TTXV0YWJsZURhdGFWTlNEYXRhWE5TT2JqZWN0XxAlLi4vRG9jdW1lbnRzL1BhcGVy cy9jb21hbmljaXUyMDAzLnBkZtIeHyYnoicjXE5TRGljdGlvbmFyeQAIABEAGgAfACkAMgA3ADo APwBBAFMAXABiAGkAcAB4AIMAhQCIAIoAjACPAJEAkwCdAKoArwC3ALkCUwJYAmECbAJwAn4ChQ KOArYCuwK+AAAAAAAAAgEAAAAAAAAAKAAAAAAAAAAAAAAAAAAAAss=}, Bdsk-Url-1 = {http://dx.doi.org/10.1109/TPAMI.2003.1195991}} @mastersthesis{Suren:2007tg, Abstract = {Forensic investigation is a multi-stage process. This thesis offers an improvement to the initial parts of the forensic investigation, where normally first the crime scene is investigated by an investigator and whereafter, together with other forensic experts, hypotheses construction and further planning takes place. To realize this improvement, we equip the investigator with a video recording device, which continually records everything the investigator sees and does. The ultimate recording device is a headset with a lightweight cordless video camera, called the Forensic Helmet, but a Handheld Camcorder can also be used. To summarize all incoming data, the video is processed by the Forensic Support Tool. This tool continually analyzes the incoming video and automatically converts the video to visually consistent high quality mosaics. At the same time, from remote places forensic experts use a special viewer, which presents the mosaics in the form of a virtual tour. While the remote experts can inspect the crime scene through the virtual tour, they can steer and support the investigator. Thus, hypotheses construction and planning can already start when the investigation is still in progress. The Forensic Support Tool enables a more efficient initial forensic investigation, since multiple processes run in parallel. Furthermore, the quality of the forensic investigation is improved, as more forensic experts are involved with the inspection of the crime scene. The whole process enables a transition from offline investigation to an improved approach which we call Online Investigation. This thesis discusses how Online Investigation is defined and how it is realized. Furthermore, the Forensic Support Tool is extensively tested in real-world environments. Two recording tools were used for the exper- iments, the Forensic Helmet and the Handheld Camcorder. For these recording tools, the Forensic Support Tool is evaluated in terms of precision and recall, that is, how well does the Forensic Support Tool recognize and construct mosaics. Furthermore, the mosaics generated by the Forensic Support Tool are evaluated by ob jectively defined qualitative measurements. With Online Investigation and its Forensic Support Tool described in this thesis, a significant step is made towards an improved and completely online investigative process, where multiple forensic processes, like investigation, inspection of evidence, communication and planning work efficiently in parallel.}, Author = {Suren, W.H.}, Date-Added = {2007-11-13 14:29:17 +0100}, Date-Modified = {2007-11-15 14:46:13 +0100}, Keywords = {Forensic, CSI, image-based modeling and rendering, automatic mosaic construction}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/suren2007.pdf}, School = {University of Amsterdam}, Title = {The Forensic Support Tool: Online Forensic Investigation with Crime Scene Mosaics from Uncalibrated Video}, Year = {2007}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGGAAAAAAGGAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MNc3VyZW4yMDA3LnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf3MMn43YAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMMnx1YAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOE1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpzdXJlbjIwMDcu cGRmAA4AHAANAHMAdQByAGUAbgAyADAAMAA3AC4AcABkAGYADwAaAAwATQBhAGMAaQBuAHQAbwB zAGgAIABIAEQAEgArVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvc3VyZW4yMDA3LnBkZg AAEwABLwAAFQACAA3//wAA0h4fICFYJGNsYXNzZXNaJGNsYXNzbmFtZaMhIiNdTlNNdXRhYmxlR GF0YVZOU0RhdGFYTlNPYmplY3RfECEuLi9Eb2N1bWVudHMvUGFwZXJzL3N1cmVuMjAwNy5wZGbS Hh8mJ6InI1xOU0RpY3Rpb25hcnkACAARABoAHwApADIANwA6AD8AQQBTAFwAYgBpAHAAeACDAIU AiACKAIwAjwCRAJMAnQCqAK8AtwC5AkMCSAJRAlwCYAJuAnUCfgKiAqcCqgAAAAAAAAIBAAAAAA AAACgAAAAAAAAAAAAAAAAAAAK3}} @article{jain00statistical, Author = {Jain, Anil K. and Duin, Robert P. W. and Mao, Jianchang}, Date-Added = {2007-11-13 14:28:29 +0100}, Date-Modified = {2007-11-15 14:46:33 +0100}, Journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence}, Keywords = {Machine Learning, Pattern Recognition}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/jain2000.pdf}, Number = {1}, Pages = {4-37}, Title = {Statistical Pattern Recognition: A Review}, Url = {citeseer.ist.psu.edu/article/jain00statistical.html}, Volume = {22}, Year = {2000}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGCAAAAAAGCAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MMamFpbjIwMDAucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf0sMn42oAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMMnx0oAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAN01hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpqYWluMjAwMC5w ZGYAAA4AGgAMAGoAYQBpAG4AMgAwADAAMAAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG8AcwB oACAASABEABIAKlVzZXJzL21wZWV0ei9Eb2N1bWVudHMvUGFwZXJzL2phaW4yMDAwLnBkZgATAA EvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU011dGFibGVEYXRhV k5TRGF0YVhOU09iamVjdF8QIC4uL0RvY3VtZW50cy9QYXBlcnMvamFpbjIwMDAucGRm0h4fJiei JyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGIAaQBwAHgAgwCFAIgAigC MAI8AkQCTAJ0AqgCvALcAuQI/AkQCTQJYAlwCagJxAnoCnQKiAqUAAAAAAAACAQAAAAAAAAAoAA AAAAAAAAAAAAAAAAACsg==}, Bdsk-Url-1 = {citeseer.ist.psu.edu/article/jain00statistical.html}} @misc{Stol:2007ai, Author = {Stol, W. Ph. and Kop, N. and Koppenol, P.A.}, Date-Added = {2007-11-13 14:21:29 +0100}, Date-Modified = {2007-11-13 14:25:50 +0100}, Howpublished = {Dit onderzoek werd uitgevoerd in opdracht van het WODC van het ministerie van Justitie}, Keywords = {Database, Forensic}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/stol2007.pdf}, Title = {E{\'e}n spoor is geen spoor - naar een landelijke sporendatabankvoor informatiegestuurde opsporing}, Year = {2007}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGCAAAAAAGCAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MMc3RvbDIwMDcucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf28Mn410AAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA 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Transactions on Information Forensics and Security}, Keywords = {Camera Identification, Machine Learning, Forensic, Fixed pattern noise, sensor identification, digital forensics, pattern noise, pixel non-uniformity }, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/jan%20luka%CC%81s%CC%8C2006.pdf}, Number = {2}, Pages = {205-214}, Title = {Digital camera identification from sensor pattern noise}, Volume = {1}, Year = {June 2006 }, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGgAAAAAAGgAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MTamFuIGx1a4cjMTJERkQzLnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf08Mn42MAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMMnx0MAAAABABAAEt/DABLfGgAS3KgAAHrcA 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{file://localhost/Users/mpeetz/Documents/Papers/mckenzie1993.pdf}, Title = {The EM Algorithm used for Gaussian Mixture Modelling and its Initialization}, Url = {http://www.ncstrl.org:8900/ncstrl/servlet/search?formname=detail\&id=oai%3Ancstrlh%3Auwa_ee%3Ancstrl.uwa_ee%2F%2FTR93-14}, Year = {1993}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGSAAAAAAGSAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MQbWNrZW56aWUxOTkzLnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf1sNKPn8AAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMNKMG8AAAABABAAEt/DABLfGgAS3KgAAHrcA AIAO01hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczptY2tlbnppZTE5 OTMucGRmAAAOACIAEABtAGMAawBlAG4AegBpAGUAMQA5ADkAMwAuAHAAZABmAA8AGgAMAE0AYQB 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June and Alder, Michael D. and de Silva, Christopher J. S.}, Date-Added = {2007-11-13 13:27:31 +0100}, Date-Modified = {2007-11-13 14:00:46 +0100}, Ee = {\url{http://dx.doi.org/10.1016/j.patrec.2004.09.008}}, Journal = {Pattern Recognition Letters}, Keywords = {Machine Learning, em-algorithm, clustering, dog-rabbit}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/hill2005.pdf}, Number = {1}, Pages = {101-107}, Title = {An improvement to the DR clustering algorithm.}, Volume = {26}, Year = 2005, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGCAAAAAAGCAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MMaGlsbDIwMDUucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf0cNfWaUAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMNfS5UAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAN01hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpoaWxsMjAwNS5w ZGYAAA4AGgAMAGgAaQBsAGwAMgAwADAANQAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG8AcwB oACAASABEABIAKlVzZXJzL21wZWV0ei9Eb2N1bWVudHMvUGFwZXJzL2hpbGwyMDA1LnBkZgATAA EvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU011dGFibGVEYXRhV k5TRGF0YVhOU09iamVjdF8QIC4uL0RvY3VtZW50cy9QYXBlcnMvaGlsbDIwMDUucGRm0h4fJiei JyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGIAaQBwAHgAgwCFAIgAigC MAI8AkQCTAJ0AqgCvALcAuQI/AkQCTQJYAlwCagJxAnoCnQKiAqUAAAAAAAACAQAAAAAAAAAoAA AAAAAAAAAAAAAAAAACsg==}} @article{Dempster:1977qf, Abstract = {A broadly applicable algorithm for computing maximum likelihood estimates from incomplete data is presented at various levels of generality. Theory showing the monotone behaviour of the likelihood and convergence of the algorithm is derived. Many examples are sketched, including missing value situations, applications to grouped, censored or truncated data, finite mixture models, variance component estimation, hyperparameter estimation, iteratively reweighted least squares and factor analysis.}, Author = {Dempster, A. P. and Laird, N. M. and Rubin, D. B.}, Citeulike-Article-Id = {117535}, Date-Added = {2007-11-13 13:27:31 +0100}, Date-Modified = {2007-11-13 14:00:24 +0100}, Journal = {Journal of the Royal Statistical Society. Series B (Methodological)}, Keywords = {Machine Learning, statistics, em-algorithm}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/dempster1977.pdf}, Number = {1}, Pages = {1--38}, Priority = {0}, Title = {Maximum Likelihood from Incomplete Data via the EM Algorithm}, Url = {http://links.jstor.org/sici?sici=0035-9246%281977%2939%3A1%3C1%3AMLFIDV%3E2.0.CO%3B2-Z}, Volume = {39}, Year = {1977}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGSAAAAAAGSAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MQZGVtcHN0ZXIxOTc3LnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLfycNWhpcAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMNWeIcAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAO01hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpkZW1wc3RlcjE5 NzcucGRmAAAOACIAEABkAGUAbQBwAHMAdABlAHIAMQA5ADcANwAuAHAAZABmAA8AGgAMAE0AYQB jAGkAbgB0AG8AcwBoACAASABEABIALlVzZXJzL21wZWV0ei9Eb2N1bWVudHMvUGFwZXJzL2RlbX BzdGVyMTk3Ny5wZGYAEwABLwAAFQACAA3//wAA0h4fICFYJGNsYXNzZXNaJGNsYXNzbmFtZaMhI iNdTlNNdXRhYmxlRGF0YVZOU0RhdGFYTlNPYmplY3RfECQuLi9Eb2N1bWVudHMvUGFwZXJzL2Rl bXBzdGVyMTk3Ny5wZGbSHh8mJ6InI1xOU0RpY3Rpb25hcnkACAARABoAHwApADIANwA6AD8AQQB TAFwAYgBpAHAAeACDAIUAiACKAIwAjwCRAJMAnQCqAK8AtwC5Ak8CVAJdAmgCbAJ6AoECigKxAr YCuQAAAAAAAAIBAAAAAAAAACgAAAAAAAAAAAAAAAAAAALG}, Bdsk-Url-1 = {http://links.jstor.org/sici?sici=0035-9246(1977)39:1%3C1:MLFIDV%3E2.0.CO;2-Z}} @book{Bishop:2006ve, Author = {Bishop, Christopher M.}, Date-Added = {2007-11-13 13:27:31 +0100}, Date-Modified = {2007-11-13 13:44:56 +0100}, Keywords = {Machine Learning}, Publisher = {Springer}, Title = {Pattern Recognition and Machine Learning (Information Science and Statistics)}, Year = {2006}} @mastersthesis{Golcher:2005bh, Author = {Golcher, Felix}, Date-Modified = {2007-11-13 13:44:56 +0100}, Keywords = {Suffix Tree}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/golcher2005.pdf}, School = {{C}entrum f{\"u}r {I}nformations-und {S}prachverarbeitung {M}{\"u}nchen}, Title = {{S}tatistische {A}spekte von {S}uffixb{\"a}umen natu{\"u}rlichsprachlicher {T}exte}, Year = {2005}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGOAAAAAAGOAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MPZ29sY2hlcjIwMDUucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLfz8F5HBcAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMF5DgcAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpnb2xjaGVyMjAw NS5wZGYADgAgAA8AZwBvAGwAYwBoAGUAcgAyADAAMAA1AC4AcABkAGYADwAaAAwATQBhAGMAaQB uAHQAbwBzAGgAIABIAEQAEgAtVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvZ29sY2hlcj IwMDUucGRmAAATAAEvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU 011dGFibGVEYXRhVk5TRGF0YVhOU09iamVjdF8QIy4uL0RvY3VtZW50cy9QYXBlcnMvZ29sY2hl cjIwMDUucGRm0h4fJieiJyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGI AaQBwAHgAgwCFAIgAigCMAI8AkQCTAJ0AqgCvALcAuQJLAlACWQJkAmgCdgJ9AoYCrAKxArQAAA AAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAACwQ==}} @misc{Edition:2007fr, Author = {{Edition}, {T}he {B}ritish {N}ational {C}orpus{,} {V}ersion 3{ } {BNC} {XML}}, Date-Modified = {2007-11-13 13:57:05 +0100}, Keywords = {Corpora, BNC, CL}, Title = {{D}istributed by {O}xford {U}niversity {C}omputing {S}ervices on behalf of the {BNC} {C}onsortium}, Url = {http://www.natcorp.ox.ac.uk/}, Year = {2007}, Bdsk-Url-1 = {http://www.natcorp.ox.ac.uk/}} @proceedings{Pampapathi:2005lq, Abstract = {We present an approach to textual classification based on the suffix tree data structure and apply it to spam filtering. A method for scoring of documents using the suffix tree is developed and a number of scoring and score normalisation functions are tested. Our results show that the character level representation of documents and classes facilitated by the suffix tree significantly improves classification accuracy when compared with the currently popular naive Bayesian filtering method.}, Author = {Pampapathi, Rajesh M. and Mirkin, Boris and Levene, Mark}, Citeulike-Article-Id = {129324}, Date-Modified = {2007-11-13 15:30:16 +0100}, Eprint = {cs/0503030}, Keywords = {Suffix Tree}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/pampapathi2005.pdf}, Month = {March}, Priority = {2}, Title = {A Suffix Tree Approach to Text Categorisation Applied to Spam Filtering}, Url = {http://arxiv.org/abs/cs/0503030}, Year = {2005}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd 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and Etzioni, Oren}, Booktitle = {{R}esearch and {D}evelopment in {I}nformation {R}etrieval}, Date-Modified = {2007-11-13 13:44:56 +0100}, Keywords = {Suffix Tree}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/zamir1998.pdf}, Pages = {46-54}, Title = {{W}eb {D}ocument {C}lustering: {A} {F}easibility {D}emonstration}, Url = {citeseer.ist.psu.edu/zamir98web.html}, Year = {1998}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGGAAAAAAGGAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MNemFtaXIxOTk4LnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf38K9fRUAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMK9YPUAAAABABAAEt/DABLfGgAS3KgAAHrcA 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E.}, Date-Modified = {2007-11-13 15:27:48 +0100}, Journal = {Bell System Technical Journal}, Keywords = {Grundlagen, Markov Models}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/shannon1948.pdf}, Month = {Jul and Oct}, Pages = {379--423 and 623--656}, Title = {A Mathematical Theory of {C}ommunication}, Volume = {27}, Year = {1948}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGOAAAAAAGOAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MPc2hhbm5vbjE5NDgucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf2sJ40YkAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMJ4tWkAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpzaGFubm9uMTk0 OC5wZGYADgAgAA8AcwBoAGEAbgBuAG8AbgAxADkANAA4AC4AcABkAGYADwAaAAwATQBhAGMAaQB uAHQAbwBzAGgAIABIAEQAEgAtVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvc2hhbm5vbj E5NDgucGRmAAATAAEvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU 011dGFibGVEYXRhVk5TRGF0YVhOU09iamVjdF8QIy4uL0RvY3VtZW50cy9QYXBlcnMvc2hhbm5v bjE5NDgucGRm0h4fJieiJyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGI AaQBwAHgAgwCFAIgAigCMAI8AkQCTAJ0AqgCvALcAuQJLAlACWQJkAmgCdgJ9AoYCrAKxArQAAA AAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAACwQ==}} @article{Ukkonen:1995rr, Author = {Ukkonen, Esko}, Date-Modified = {2007-11-13 13:44:56 +0100}, Journal = {{A}lgorithmica}, Keywords = {Suffix Tree}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/ukkonen1995.pdf}, Number = {3}, Pages = {249--260}, Title = {{O}n-{L}ine {C}onstruction of {S}uffix {T}rees}, Url = {citeseer.ist.psu.edu/ukkonen95line.html}, Volume = {14}, Year = {1995}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGOAAAAAAGOAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MPdWtrb25lbjE5OTUucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf3sJRX3VQREYgcHJ2dwABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMJRQ1UAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAOk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczp1a2tvbmVuMTk5 NS5wZGYADgAgAA8AdQBrAGsAbwBuAGUAbgAxADkAOQA1AC4AcABkAGYADwAaAAwATQBhAGMAaQB uAHQAbwBzAGgAIABIAEQAEgAtVXNlcnMvbXBlZXR6L0RvY3VtZW50cy9QYXBlcnMvdWtrb25lbj E5OTUucGRmAAATAAEvAAAVAAIADf//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU 011dGFibGVEYXRhVk5TRGF0YVhOU09iamVjdF8QIy4uL0RvY3VtZW50cy9QYXBlcnMvdWtrb25l bjE5OTUucGRm0h4fJieiJyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGI AaQBwAHgAgwCFAIgAigCMAI8AkQCTAJ0AqgCvALcAuQJLAlACWQJkAmgCdgJ9AoYCrAKxArQAAA AAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAACwQ==}, Bdsk-Url-1 = {citeseer.ist.psu.edu/ukkonen95line.html}} @techreport{Fix:1951ul, Author = {Fix, E. and Hodges, {J.L}}, Date-Modified = {2007-11-13 13:59:54 +0100}, Institution = {USAF {S}chool of {A}viation and {M}edicine, {R}andolph Field}, Keywords = {Machine Learning, KNN}, Note = {4}, Title = {{D}iscriminatory {A}nalysis, {N}on-{P}arametric {D}iscrimination: {C}onsistency {P}roperties}, Year = {1951}} @article{Francis:1979zr, Author = {Francis, {W. N.} and Ku\u{c}era, H.}, Date-Modified = {2007-11-13 13:56:22 +0100}, Institution = {{P}rovidence, {R.I.}: {D}epartment of {L}inguistics, {B}rown {U}niversity}, Keywords = {Corpora, Brown, CL}, Title = { {M}anual of {I}nformation to {A}ccompany a {S}tandard {S}ample of {P}resent-day {E}dited {A}merican {En}glish, for {U}se with {D}igital {C}omputers}, Year = {{O}riginal ed. 1964, revised 1971, revised and augmented 1979}} @techreport{Gauthronet:2001pd, Author = {Gauthronet, Serge and Drouard, Etienne}, Date-Modified = {2007-11-13 13:44:56 +0100}, Institution = {Commission of the European Communities}, Keywords = {Spam}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/gauthronet2001a.pdf}, Title = {{U}nsolicited {C}ommercial {C}ommunications and {D}ata {P}rotection}, Year = {2001}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 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@proceedings{Szpankowski:1996cr, Author = {Szpankowski, Wojciech}, Date-Modified = {2007-11-13 15:31:36 +0100}, Keywords = {Suffix Tree}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/szpankowski1996.pdf}, Title = {A Generalized Suffix Tree and Its (Un)Expected Asymptotic Behaviors }, Url = {citeseer.ist.psu.edu/szpankowski96generalized.html}, Year = {1996}, Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGeAAAAAAGeAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAAS38MTc3pwYW5rb3dza2kxOTk2LnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAABLf3cNedacAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAABlBhcGVycwAQAAgAAMPjUq0AAAARAAgAAMNeZ5cAAAABABAAEt/DABLfGgAS3KgAAHrcA AIAPk1hY2ludG9zaCBIRDpVc2VyczptcGVldHo6RG9jdW1lbnRzOlBhcGVyczpzenBhbmtvd3Nr 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@webpage{Weisstein:2007gf, Author = {Weisstein, Eric}, Date-Modified = {2007-11-13 15:34:14 +0100}, Keywords = {Grundlagen, Mathe}, Title = {{M}athworld}, Url = {http://mathworld.wolfram.com/}, Year = {2007}, Bdsk-Url-1 = {http://mathworld.wolfram.com/}} @article{Church:1991rt, Author = {Church, K. and Gale, W.}, Date-Modified = {2007-11-13 15:33:42 +0100}, Journal = CSL, Keywords = {CL, ngram}, Pages = {19-54}, Title = {{A} {C}omparison of the {E}nhanced {G}ood-Turing {D}eleted {E}stimation {M}ethods for {E}stimating {P}robabilities of {E}nglish {B}igram}, Volume = {5}, Year = {1991}} @article{Koppel:2003ys, Author = {Koppel, M. and Argamon, S. and Shimoni, A.}, Date-Modified = {2007-11-13 15:32:33 +0100}, Journal = {Literary and Linguistic Computing 17(3)}, Keywords = {CL, BNC, text-classification}, Local-Url = {file://localhost/Users/mpeetz/Documents/Papers/%7Bk%7Doppel2003.pdf}, Title = {Automatically Categorizing Written Texts by Author Gender}, Url = 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