AdaCost swMATH ID: 33192 Software Authors: Fan, W.; Stolfo, S. J.; Zhang, J.; Chan, P. K. Description: AdaCost: Misclassification cost-sensitive boosting. AdaCost, a variant of AdaBoost, is a misclassification cost-sensitive boosting method. It uses the cost of misclassifications to update the training distribution on successive boosting rounds. The purpose is to reduce the cumulative misclassification cost more than AdaBoost. We formally show that AdaCost reduces the upper bound of cumulative misclassification cost of the training set. Empirical evaluations have shown significant reduction in the cumulative misclassification cost over AdaBoost without consuming additional computing power Homepage: https://pdfs.semanticscholar.org/9ddf/bc2cc5c1b13b80a1a487b9caa57e80edd863.pdf Source Code: https://github.com/joelprince25/adacost Related Software: SMOTE; AdaBoost.MH; UCI-ml; SMOTEBoost; C4.5; ADASYN; R; WEKA; MWMOTE; LIBLINEAR; BoosTexter; XGBoost; AutoAugment; mixup; CSMES; STRING; iPPI-Esml; MICE; yaImpute; NetKit Cited in: 23 Publications all top 5 Cited by 64 Authors 2 Alaiz-Rodríguez, Rocío 2 Cid-Sueiro, Jesús 2 Guerrero-Curieses, Alicia 2 Min, Fan 1 Baesens, Bart 1 Berk, Richard A. 1 Brown, Gavin 1 Che, Chao 1 Coussement, Kristof 1 Croux, Christophe 1 De Bock, Koen W. 1 Dedene, Guido 1 Dun, Hua 1 Edakunni, Narayanan 1 Feng, Xinxing 1 Flach, Peter A. 1 Flath, Christoph M. 1 Glady, Nicolas 1 Hauser, Matthias 1 Huang, Xin 1 Jin, Bo 1 Kamel, Mohamed S. 1 Karakitsiou, Athanasia 1 Kocheturov, Anton 1 Kriegler, Brian 1 Kull, Meelis 1 Lessmann, Stefan 1 Li, Qiujie 1 Lin, Hsuan-Tien 1 Liu, Miao 1 Liu, Qihe 1 Lu, Xiaoling 1 Maliah, Shlomi 1 Mao, Yaobin 1 Martens, David 1 Maurya, Chandresh Kumar 1 Nielsen, Frank 1 Nikolaou, Nikolaos 1 Nock, Richard 1 Pardalos, Panos M. 1 Petrides, George 1 Santos-Rodríguez, Raúl 1 Scott, Clayton D. 1 Shani, Guy 1 Shi, Ermin 1 Song, Jie 1 Sun, Yanmin 1 Thiesse, Frédéric 1 Toshniwal, Durga 1 Vanhoeyveld, Jellis 1 Verbeke, Wouter 1 Viaene, Stijn 1 Wang, Bin 1 Wang, Yang 1 Wei, Xiaopeng 1 Wong, Andrew K. C. 1 Wu, Xizhi 1 Wu, Yuping 1 Xu, Long 1 Yu, Suxiang 1 Zhang, Shuai 1 Zhao, Hanyu 1 Zhao, Hong 1 Zhu, William all top 5 Cited in 13 Serials 4 European Journal of Operational Research 3 Machine Learning 2 Artificial Intelligence 2 Information Sciences 2 Pattern Recognition 2 Data Mining and Knowledge Discovery 2 Mathematical Biosciences and Engineering 1 Annals of Operations Research 1 Communications in Statistics. Simulation and Computation 1 PAA. Pattern Analysis and Applications 1 Journal of Applied Mathematics 1 Electronic Journal of Statistics 1 The Annals of Applied Statistics all top 5 Cited in 7 Fields 17 Computer science (68-XX) 11 Statistics (62-XX) 3 Biology and other natural sciences (92-XX) 2 Numerical analysis (65-XX) 2 Operations research, mathematical programming (90-XX) 2 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Probability theory and stochastic processes (60-XX) Citations by Year