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Corinna Cortes, Vladimir Vapnik

1995/9

Machine learning

20

3

273-297

Support Vector Machine Page 1 Support Vector Machine 参考文献 • C. Cortes and V. Vapnik, Support-Vector Networks, Machine Learning, 20(3):273-297, September 1995 • Vladimir N. Vapnik. The Nature of Statistical Learning Theory. Springer, New York, 1995 参考サイト http://www.kernel-machines.org/ 参考 java applet http://www.csie.ntu.edu.tw/~cjlin/libsvm/ Page 2 Bio-informatics への応用 ● マイクロアレーデータから遺伝子や組織を分類 Knowledge-based analysis of microarray gene expression data by using support vector machines, Michael PS Brown, William Noble Grundy, David Lin, Nello Cristianini, Charles Walsh Sugnet, Terence S. Furey, Manuel Ares, Jr., David Haussler, Proc. Natl. Acad. Sci. USA, vol. 97, pages 262-267 Support Vector Machine Classification and Validation of Cancer Tissue Samples Using Microarray Expression Data, Terrence S. Furey, Nigel Duffy, Nello Cristianini, David Bednarski, …