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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; ROSETTA; Rseslib; RSES; 4eMka2; RIONA; JAMM; Genocop; ElemStatLearn; UTA Plus; RoughSets; WEKA; RRIA; AdaBoost.MH; ROSECON; RSBR_; jMAF; clusfind; ReproZip
Cited in: 109 Publications
all top 5

Cited by 156 Authors

21 Grzymala-Busse, Jerzy W.
13 Słowiński, Roman
9 Greco, Salvatore
6 Hippe, Zdzisław S.
6 Matarazzo, Benedetto
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 Liang, Jiye
3 Nakata, Michinori
3 Rzasa, Wojciech
3 Susmaga, Robert
2 Bajcar, Stanislaw
2 Błaszczyński, Jerzy
2 Cheng, Ching-Hsue
2 Chmielewski, Michal R.
2 Clark, Patrick G.
2 Dang, Chuangyin
2 Dardzińska, Agnieszka
2 Dimitras, Augustinos I.
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 Ślęzak, Dominik
2 Suraj, Zbigniew
2 Szczuka, Marcin S.
2 Szeląg, Marcin
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 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, Dun
1 Liu, Jinfu
1 Lu, Yansheng
1 Luo, Feng
1 Ma, Jianmin
1 Ma, Zhouming
...and 56 more Authors

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