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public:cost-sensitive_classification [2009/06/18 07:51] htlin 建立 |
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because of its many potential applications, including targeted marketing, | because of its many potential applications, including targeted marketing, | ||
fraud detection, and web analysis. | fraud detection, and web analysis. | ||
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+ | ====== Our Related Works ====== | ||
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+ | ===== paper ===== | ||
+ | * Te-Kang Jan, Da-Wei Wang, Chi-Hung Lin and Hsuan-Tien Lin, A Simple Methodology of Soft Cost-sensitive Classification. In Proceedings of KDD '12, 2012. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/softcost.pdf|link]] | ||
+ | * Te-Kang Jan, Hsuan-Tien Lin, Hsin-Pai Chen, Tsung-Chen Chern, Chung-Yueh Huang, Bing-Cheng Wen, Chia-Wen Chung, Yung-Jui Li, Ya-Ching Chuang, Li-Li Li, Yu-Jiun Chan, Juen-Kai Wang, Yuh-Lin Wang, Chi-Hung Lin and Da-Wei Wang. Cost-Sensitive Classification on Pathogen Species of Bacterial Meningitis by Surface Enhanced Raman Scattering, BIBM 2011. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/bibm11csc.pdf|link]] | ||
+ | * Hsuan-Tien Lin. A Simple Cost-sensitive Multiclass Classification Algorithm Using One-versus-one Comparisons, National Taiwan University, December 2010. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/csovo.pdf|link]] | ||
+ | * Hsuan-Tien Lin. Cost-sensitive Classification: Status and Beyond. Workshop on Machine Learning Research in Taiwan: Challenges and Directions @ TAAI, 2010. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/wsmlrt10cost.pdf|link]] | ||
+ | * Han-Hsing Tu and Hsuan-Tien Lin. One-sided Support Vector Regression for Multiclass Cost-sensitive Classification. In Proceedings of ICML '10, 1095-1102, 2010. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/icml10osr.pdf|link]] | ||
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+ | ===== thesis ===== | ||
+ | * Po-Lung Chen. Active Learning for Multiclass Cost-sensitive Classification Using Probabilistic Models. Master's Thesis, 2012. | ||
+ | * Te-Kang Jan. A Comparison of Methods for Cost-sensitive Support Vector Machines. Master's Thesis, 2010. | ||
+ | * Hanhsing Tu. Regression Approaches for Multi-class Cost-sensitive Classification. Master's Thesis, 2009. | ||
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