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public:cost-sensitive_classification [2009/06/18 07:51]
htlin 建立
public:cost-sensitive_classification [2019/06/25 13:25] (current)
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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.
 +
 +====== Our Related Works ======
 +
 +===== 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]]
 +
 +===== 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.
 +
 +
  
public/cost-sensitive_classification.1245311502.txt.gz · Last modified: 2019/06/25 13:26 (external edit)