LERS swMATH ID: 8637 Software Authors: Grzymala-Busse, J. W. Description: LERS – a system for learning from examples based on rough sets. The paper presents the system LERS for rule induction. The system handles inconsistencies in the input data due to its usage of rough set theory principle. Rough set theory is especially well suited to deal with inconsistencies. In this approach, inconsistencies are not corrected. Instead, system LERS computes lower and upper approximations of each concept. Then it induces certain rules and possible rules. The user has the choice to use the machine learning approach or the knowledge acquisition approach. In the first case, the system induces a single minimal discriminant description for each concept. In the second case, the system induces all rules, each in the minimal form, that can be induced from the input data. In both cases, the user has a choice between the local or global approach. Homepage: http://link.springer.com/chapter/10.1007/978-94-015-7975-9_1 Related Software: C4.5; UCI-ml; 4eMka2; ROSETTA; Rseslib; RSES; RIONA; JAMM; Genocop; ElemStatLearn; UTA Plus; jMAF; AdaBoost.MH; WEKA; RoughSets; RRIA; ROSECON; RSBR_; CP-nets; ELECTRE Cited in: 114 Documents all top 5 Cited by 163 Authors 21 Grzymala-Busse, Jerzy W. 14 Słowiński, Roman 11 Greco, Salvatore 7 Matarazzo, Benedetto 6 Hippe, Zdzisław S. 5 Bazan, Jan G. 5 Pawlak, Zdzisław 5 Sakai, Hiroshi 5 Skowron, Andrzej 5 Yao, Yiyu 4 Dembczyński, Krzysztof 4 Stefanowski, Jerzy 4 Zopounidis, Constantin 3 Błaszczyński, Jerzy 3 Liang, Jiye 3 Nakata, Michinori 3 Rzasa, Wojciech 3 Susmaga, Robert 3 Szeląg, Marcin 2 Bajcar, Stanislaw 2 Cheng, Ching-Hsue 2 Chmielewski, Michal R. 2 Clark, Patrick G. 2 Cornelis, Chris 2 Dang, Chuangyin 2 Dardzińska, Agnieszka 2 Dimitras, Augustinos I. 2 Kato, Yuichi 2 Moshkov, Mikhail Ju. 2 Nguyen, Hung Son 2 Nowicki, Robert K. 2 Paszek, Piotr 2 Pindur, Roman 2 Qian, Yuhua 2 Raś, Zbigniew W. 2 Saeki, Tetsuro 2 Ślęzak, Dominik 2 Suraj, Zbigniew 2 Szczuka, Marcin S. 2 Wojna, Arkadiusz 2 Wróblewski, Jakub 2 Wu, Weizhi 2 Zhao, Yan 2 Ziarko, Wojciech P. 1 Amin, Talha 1 Andrews, Ron 1 Beynon, Malcolm James 1 Cabitza, Federico 1 Campagner, Andrea 1 Chakhar, Salem 1 Chakraborty, Mihir Kumar 1 Chankong, Vira 1 Chen, Jinkun 1 Chen, Tai-Liang 1 Chen, Xinying 1 Chen, Xuhui 1 Chen, Ya-Ching 1 Chen, Yumin 1 Ciucci, Davide 1 Dai, Jianhua 1 Dardzińska-Głębocka, Agnieszka 1 Deja, Rafał 1 Delimata, Pawel 1 Doumpos, Michael 1 Dy, Jennifer G. 1 Fan, Bingjiao 1 Farhangfar, Alireza 1 Fei, Jiwi 1 Figueira, José Rui 1 Fischer, Manfred M. 1 Freeman, Rachel L. 1 Goodwin, Linda K. 1 Góra, Grzegorz 1 Grzymala-Busse, Dobroslawa M. 1 Grzymala-Busse, Witold J. 1 Gulati, Ved Prakash 1 Guo, Jia-Yuarn 1 Han, Suqing 1 Hayashi, Kohei 1 Hu, Feng 1 Hu, Qinghua 1 Hu, Yichung 1 Inuiguchi, Masahiro 1 Ishibashi, Ryuji 1 Knap, Maksymilian 1 Koba, Kazuhiro 1 Komorowski, Jan 1 Kotłowski, Wojciech 1 Kurgan, Lukasz A. 1 Kusiak, Andrew 1 Li, Deyu 1 Li, Guanyu 1 Li, Hua 1 Li, Jinjin 1 Li, Tianrui 1 Liang, Xinyan 1 Lin, Guoping 1 Lin, Yaojin 1 Liu, Bing 1 Liu, Dun ...and 63 more Authors all top 5 Cited in 28 Serials 12 European Journal of Operational Research 11 Information Sciences 9 International Journal of Approximate Reasoning 5 International Journal of Intelligent Systems 4 Fundamenta Informaticae 2 Annales Societatis Mathematicae Polonae. Series IV 2 Foundations of Computing and Decision Sciences 2 Mathematical Problems in Engineering 2 International Journal of Applied Mathematics and Computer Science 1 Artificial Intelligence 1 Computers & Mathematics with Applications 1 Discrete Applied Mathematics 1 International Journal of General Systems 1 Control and Cybernetics 1 Fuzzy Sets and Systems 1 Nonlinear Analysis. Theory, Methods & Applications. Series A: Theory and Methods 1 International Journal of Production Research 1 Applied Mathematical Modelling 1 Pattern Recognition 1 Computational Economics 1 Journal of Multi-Criteria Decision Analysis 1 Abstract and Applied Analysis 1 Journal of Shanghai University 1 Quantitative Finance 1 Entropy 1 International Journal of Hybrid Intelligent Systems 1 New Mathematics and Natural Computation 1 Trends in Logic – Studia Logica Library all top 5 Cited in 10 Fields 95 Computer science (68-XX) 13 Operations research, mathematical programming (90-XX) 12 Mathematical logic and foundations (03-XX) 10 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 7 Biology and other natural sciences (92-XX) 5 Statistics (62-XX) 5 Information and communication theory, circuits (94-XX) 2 Systems theory; control (93-XX) 1 Combinatorics (05-XX) 1 Numerical analysis (65-XX) Citations by Year