SparseLOGREG swMATH ID: 11449 Software Authors: S. K. Shevade; S. S. Keerthi Description: A Simple and Efficient Algorithm for Gene Selection using Sparse Logistic Regression. Motivation: This paper gives a new and efficient algorithm for the sparse logistic regression problem. The proposed algorithm is based on the Gauss–Seidel method and is asymptotically convergent. It is simple and extremely easy to implement; it neither uses any sophisticated mathematical programming software nor needs any matrix operations. It can be applied to a variety of real-world problems like identifying marker genes and building a classifier in the context of cancer diagnosis using microarray data. Results: The gene selection method suggested in this paper is demonstrated on two real-world data sets and the results were found to be consistent with the literature. Homepage: http://drona.csa.iisc.ernet.in/~shirish/SparseLOGREG.html Related Software: glmnet; LASSO; R; penalized; TFOCS; LIBSVM; LIBLINEAR; Pegasos; Saga; ProxSARAH; NESTA; glmpath; l1_logreg; lars; Glmnet; OWL-QN; Matrix; elasticnet; PNOPT; FTVd Cited in: 29 Documents all top 5 Cited by 81 Authors 2 Kim, Yongdai 2 Kwon, Sunghoon 2 Wen, Zaiwen 1 Algamal, Zakariya Yahya 1 Bate, Andrew M. 1 Blondel, Mathieu 1 Bühlmann, Peter 1 Carriere, Keumhee Chough 1 Caster, Ola 1 Chen, Ziang 1 Choi, Hosik 1 Dong, Qian 1 Fang, Xiang 1 Feng, Yang 1 Ghosh, Abhik 1 Goeman, Jelle J. 1 Gotoh, Jun-ya 1 Groll, Andreas 1 Guo, Tiande 1 Han, Congying 1 Han, Yuefeng 1 Heun Song, Seuck 1 Hu, Jia 1 Huang, Fangzhou 1 Jaenada, Maria 1 Jaroszewicz, Szymon 1 Jiang, Chunfu 1 Klȩsk, Przemysław 1 Korzeń, Marcin 1 Lee, Muhammad Hisyam 1 Leng, Chenlei 1 Li, Bo 1 Li, Chan 1 Liu, Jijun 1 Liu, Jinshan 1 Liu, Liu 1 Liu, Xiaoman 1 Liu, Xin 1 Madigan, David 1 Meier, Lukas 1 Milzarek, Andre 1 Mu, Huiyu 1 Nakayama, Shummin 1 Narushima, Yasushi 1 Norén, G. Niklas 1 Ohishi, Mineaki 1 Pardo, Leandro 1 Park, Taesung 1 Peng, Hongyi 1 Qiao, Maoying 1 Seki, Kazuhiro 1 Takeda, Akiko 1 Tao, Dacheng 1 Tono, Katsuya 1 Tsay, Ruey S. 1 Tutz, Gerhard E. 1 Uehara, Kuniaki 1 Van de Geer, Sara Anna 1 Viroli, Cinzia 1 Wang, Jie 1 Wang, Xiaoming 1 Wang, Yun 1 Wonka, Peter 1 Xu, Chang 1 Xu, Jiucheng 1 Xu, Yangyang 1 Yabe, Hiroshi 1 Yamamura, Mariko 1 Yanagihara, Hirokazu 1 Yang, Wenyuan 1 Ye, Jieping 1 Yeo, Donghwa 1 Yin, Wotao 1 Yu, Jun 1 Yu, Yi 1 Yuan, Ya-xiang 1 Zhang, Bo 1 Zhao, Hong 1 Zhao, Tong 1 Zhou, Jingke 1 Zhou, Shengbin all top 5 Cited in 25 Serials 4 Computational Statistics and Data Analysis 2 Statistics and Computing 1 Applied Mathematics and Computation 1 Biometrical Journal 1 Statistics & Probability Letters 1 Journal of Computational Mathematics 1 Journal of Classification 1 Machine Learning 1 Pattern Recognition 1 Mathematical Programming. Series A. Series B 1 SIAM Journal on Optimization 1 Computational Optimization and Applications 1 Bernoulli 1 Mathematical Problems in Engineering 1 Optimization Methods & Software 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Journal of Machine Learning Research (JMLR) 1 Advances in Data Analysis and Classification. ADAC 1 Computational & Mathematical Methods in Medicine 1 Inverse Problems and Imaging 1 Statistical Analysis and Data Mining 1 Journal of Statistical Theory and Practice 1 Electronic Journal of Statistics 1 Journal of the Operations Research Society of China 1 Japanese Journal of Statistics and Data Science all top 5 Cited in 9 Fields 21 Statistics (62-XX) 6 Numerical analysis (65-XX) 6 Computer science (68-XX) 5 Operations research, mathematical programming (90-XX) 5 Biology and other natural sciences (92-XX) 2 Operator theory (47-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 1 Partial differential equations (35-XX) 1 Systems theory; control (93-XX) Citations by Year