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Keyword

attribute reduction

Description: A feature-selection process that removes redundant or unnecessary attributes while preserving useful information for classification or analysis.
OpenAlex ID: keywords/attribute-reduction
The Discernibility Matrices and Functions in Information Systems
1992 · Andrzej Skowron, Cecylia Rauszer · Springer eBooks · 1,685
Rough sets theory for multicriteria decision analysis
2001 · Salvatore Greco, Benedetto Matarazzo, et al. · European Journal of Operational Research · 1,637
Rough set approach to incomplete information systems
1998 · M Kryszkiewicz · Information Sciences · 1,310
Neighborhood rough set based heterogeneous feature subset selection
2008 · Qinghua Hu, Daren Yu, et al. · Information Sciences · 1,086
Tolerance Approximation Spaces
1996 · Andrzej Skowron, Jaroslaw Stepaniuk · Fundamenta Informaticae · 945
Chi2: feature selection and discretization of numeric attributes
2002 · Huan Liu, R. Setiono · 933
Rough Set Theory and Its Applications to Data Analysis
1998 · ZDZISLAW PAWLAK · Cybernetics & Systems · 859
Feature selection based on rough sets and particle swarm optimization
2006 · Xiangyang Wang, Jie Yang, et al. · Pattern Recognition Letters · 837
MGRS: A multi-granulation rough set
2009 · Yuhua Qian, Jiye Liang, et al. · Information Sciences · 737
Predictive Data Mining for Medical Diagnosis: An Overview of Heart Disease Prediction
2011 · Jyoti Soni, Ujma Ansari, et al. · International Journal of Computer Applications · 706
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The parameterization reduction of soft sets and its applications
2005 · Degang Chen, E.C.C. Tsang, et al. · Computers & Mathematics with Applications · 656
Positive approximation: An accelerator for attribute reduction in rough set theory
2010 · Yuhua Qian, Jiye Liang, et al. · Artificial Intelligence · 648
Rough set approach to knowledge-based decision support
1997 · Zdzisław Pawlak · European Journal of Operational Research · 642
Attribute reduction in decision-theoretic rough set models
2008 · Yiyu Yao, Yan Zhao · Information Sciences · 550
Fuzzy–rough attribute reduction with application to web categorization
2003 · Richard Jensen, Qiang Shen · Fuzzy Sets and Systems · 521
Neighborhood classifiers
2006 · Q HU, D YU, et al. · Expert Systems with Applications · 514
Relationship between generalized rough sets based on binary relation and covering
2008 · W ZHU · Information Sciences · 427
The investigation of the Bayesian rough set model
2005 · Dominik Slezak, Wojciech Ziarko · International Journal of Approximate Reasoning · 391
Learning in Relational Databases: a Rough Set Approach
1995 · Xiaohua Hu, Nick Cercone · Computational Intelligence · 384
Dimensionality reduction based on rough set theory: A review
2008 · K. Thangavel, A. Pethalakshmi · Applied Soft Computing · 363
Rough Sets
2002 · Lech Polkowski · Physica-Verlag eBooks · 353
Feature selection in mixed data: A method using a novel fuzzy rough set-based information entropy
2016 · Xiao Zhang, Changlin Mei, et al. · Pattern Recognition · 341
Incomplete Multigranulation Rough Set
2009 · Yuhua Qian, Jiye Liang, et al. · IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans · 341
Attributes Reduction Using Fuzzy Rough Sets
2008 · E.C.C. Tsang, Degang Chen, et al. · IEEE Transactions on Fuzzy Systems · 338
A new approach to attribute reduction of consistent and inconsistent covering decision systems with covering rough sets
2007 · Chen Degang, Wang Changzhong, et al. · Information Sciences · 335
Works count: 8,272
Citation count: 77,630
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