Publications

Chih-Wei Hsu and Chih-Chung Chang and Chih-Jen Lin. A Practical Guide to Support Vector Classification. 2003. [BibSonomy: libsvm svm guide tutorial] URL

T. Joachims. Making large-Scale SVM Learning Practical.. Advances in Kernel Methods - Support Vector Learning, MIT Press,1999. [BibSonomy: svm light svmlight svm_light joachims]

Thorsten Joachims. A Probabilistic Analysis of the Rocchio Algorithm with TFIDF for Text Categorization.. In Douglas H. Fisher, editor(s), ICML, 143-151,Morgan Kaufmann,1997. [BibSonomy: estimator bayes rocchio probabilistic tfidf laplace] URL

Eui-Hong Han and George Karypis. Centroid-Based Document Classification: Analysis and Experimental Results.. In Djamel A. Zighed and Henryk Jan Komorowski and Jan M. Zytkow, editor(s), PKDD, (1910):424-431,Springer,2000. [BibSonomy: simple rocchio classification average machine tight classifier similarity cos klassifikation learning loose cosinus interpretation] URL

S. Kim and H. Rim and D. Yook and H. Lim. Effective methods for improving Naive Bayes text classifiers. 2002. [BibSonomy: multinomial bayes normalization naive length learning machine] URL

Jason D. M. Rennie. Improving Multi-class Text Classification with Naive Bayes. 2001. [BibSonomy: prior deduction bayes komplett exhaustive multinomial naive map likelihood maximum herleitung thesis mle estimation] URL

Andrew McCallum and Kamal Nigam. A Comparison of Event Models for Naive Bayes Text Classification. Learning for Text Categorization: Papers from the 1998 AAAI Workshop, 41--48,1998. [BibSonomy: model bernoulli bayes classification text multinomial vergleich naive event ereignis] URL

David D. Lewis. Naive (Bayes) at forty: The independence assumption in information retrieval.. In Claire N\'edellec and C\'eline Rouveirol, editor(s), Proceedings of ECML-98, 10th European Conference on Machine Learning, 1398:4--15,Springer Verlag, Heidelberg, DE,Chemnitz, DE,1998. [BibSonomy: overview naive representation text forty bayes ir] URL

Vangelis Metsis and Ion Androutsopoulos and Georgios Paliouras. Spam Filtering with Naive Bayes -- Which Naive Bayes?. 2006. [BibSonomy: multivariate naive metsis multinomial spam bayes] URL

J.P. Lewis. A Short SVM (Support Vector Machine) Tutorial. 2004. [BibSonomy: mathe kkt mathematik lagrange svm math background tutorial] URL

Christopher J. C. Burges. A Tutorial on Support Vector Machines for Pattern Recognition. Data Mining and Knowledge Discovery, (2)2:121-167,1998. [BibSonomy: herleitung tutorial kkt lagrange deduction svm burges] URL

Thorsten Joachims. Transductive Inference for Text Classification using Support Vector Machines. In Ivan Bratko and Saso Dzeroski, editor(s), Proceedings of ICML-99, 16th International Conference on Machine Learning, 200--209,Morgan Kaufmann Publishers, San Francisco, US,Bled, SL,1999. [BibSonomy: svmlight transductive svm] URL

Thorsten Joachims. Training linear SVMs in linear time.. In Tina Eliassi-Rad and Lyle H. Ungar and Mark Craven and Dimitrios Gunopulos, editor(s), KDD, 217-226,ACM,2006. [BibSonomy: optimierung svm reformulation optimization linear] URL

Pai-Hsuen Chen and Chih-Jen Lin and Bernhard Schölkopf. A tutorial on \ν-support vector machines: Research Articles. Appl. Stoch. Model. Bus. Ind., (21)2:111--136,John Wiley and Sons Ltd.,Chichester, UK, UK,2005. [BibSonomy: svm kernel trick tutorial] URL

David D. Lewis. Evaluating Text Categorization. Proceedings of the Speech and Natural Language Workshop, 312--318,Morgan Kaufmann,San Francisco, CA,1991. [BibSonomy: categorization measures macro recall micro text precision averaging effectiveness fallout evaluation] URL

Norbert Fuhr and Chris Buckley. A Probabilistic Learning Approach for Document Indexing. Information Systems, (9)3:223-248,1991. [BibSonomy: darmstadt vector indexing dia feature attribute property fuhr ir approach DIA] URL

Yiming Yang and Xin Liu. A re-examination of text categorization methods. SIGIR '99: Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, 42--49,ACM Press,New York, NY, USA,1999. [BibSonomy: yang vergleich evaluation categorization classification text] URL

William B. Cavnar and John M. Trenkle. N-Gram-Based Text Categorization. Proceedings of SDAIR-94, 3rd Annual Symposium on Document Analysis and Information Retrieval, 161--175,Las Vegas, US,1994. [BibSonomy: guessing textcat ngram language] URL

Shanjian Li and Katsuhiko Momoi. A composite approach to language/encoding detection. 19th International Unicode Conference, 2001. [BibSonomy: detection mozilla encoding charset]

Douglas J. Hickok and Daine Richard Lesniak and Michael C. Rowe. File Type Detection Technology. 38th Midwest Instruction and Computing Symposium April 8 - 9, 2005. University of Wisconsin-Eau Claire, Eau Claire, WI, 2005. [BibSonomy: type detection mime file paper] URL