Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
C4.5: programs for machine learning
C4.5: programs for machine learning
Statistical evaluation of rough set dependency analysis
International Journal of Human-Computer Studies
Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
Rough Sets: Theoretical Aspects of Reasoning about Data
Rough Sets: Theoretical Aspects of Reasoning about Data
Feature Extraction, Construction and Selection: A Data Mining Perspective
Feature Extraction, Construction and Selection: A Data Mining Perspective
Feature Selection for Knowledge Discovery and Data Mining
Feature Selection for Knowledge Discovery and Data Mining
Rough Sets in Knowledge Discovery 2: Applications, Case Studies, and Software Systems
Rough Sets in Knowledge Discovery 2: Applications, Case Studies, and Software Systems
Dynamic Reducts as a Tool for Extracting Laws from Decisions Tables
ISMIS '94 Proceedings of the 8th International Symposium on Methodologies for Intelligent Systems
Semantics-Preserving Dimensionality Reduction: Rough and Fuzzy-Rough-Based Approaches
IEEE Transactions on Knowledge and Data Engineering
Knowledge Acquisition Based on Rough Set Theory and Principal Component Analysis
IEEE Intelligent Systems
GMDH-based feature ranking and selection for improved classification of medical data
Journal of Biomedical Informatics
Information-preserving hybrid data reduction based on fuzzy-rough techniques
Pattern Recognition Letters
Feature selection based on rough sets and particle swarm optimization
Pattern Recognition Letters
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P 2003)
EROS: Ensemble rough subspaces
Pattern Recognition
Multiscale rough set data analysis with application to stock performance modeling
Intelligent Data Analysis
Expert Systems with Applications: An International Journal
Dominance-based rough set approach and knowledge reductions in incomplete ordered information system
Information Sciences: an International Journal
A parameterless feature ranking algorithm based on MI
Neurocomputing
International Journal of Hybrid Intelligent Systems
Mixed feature selection based on granulation and approximation
Knowledge-Based Systems
An efficient ant colony optimization approach to attribute reduction in rough set theory
Pattern Recognition Letters
Rough sets data analysis in knowledge discovery: a case of Kuwaiti diabetic children patients
Advances in Fuzzy Systems - Regular issue
Induction of multiple fuzzy decision trees based on rough set technique
Information Sciences: an International Journal
Attribute reduction in decision-theoretic rough set models
Information Sciences: an International Journal
Neighborhood rough set based heterogeneous feature subset selection
Information Sciences: an International Journal
Computers & Mathematics with Applications
A New Rough Set Reduct Algorithm Based on Particle Swarm Optimization
IWINAC '07 Proceedings of the 2nd international work-conference on The Interplay Between Natural and Artificial Computation, Part I: Bio-inspired Modeling of Cognitive Tasks
Rough Sets in Oligonucleotide Microarray Data Analysis
RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
A Rough Set-Based Multiple Criteria Linear Programming Approach for Classification
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part II
A Survey on Statistical Pattern Feature Extraction
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Review: Dimensionality reduction based on rough set theory: A review
Applied Soft Computing
CSMC: A combination strategy for multi-class classification based on multiple association rules
Knowledge-Based Systems
Information Sciences: an International Journal
Rough set-based heuristic hybrid recognizer and its application in fault diagnosis
Expert Systems with Applications: An International Journal
A New Rough Sets Decision Method Based on PCA and Ordinal Regression
RSCTC '08 Proceedings of the 6th International Conference on Rough Sets and Current Trends in Computing
Rough Sets in Data Warehousing
RSCTC '08 Proceedings of the 6th International Conference on Rough Sets and Current Trends in Computing
Exploring the boundary region of tolerance rough sets for feature selection
Pattern Recognition
Knowledge structure, knowledge granulation and knowledge distance in a knowledge base
International Journal of Approximate Reasoning
Expert Systems with Applications: An International Journal
Feature Selection Algorithm for Multiple Classifier Systems: A Hybrid Approach
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Rough set approximate entropy reducts with order based particle swarm optimization
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Rough Sets and Functional Dependencies in Data: Foundations of Association Reducts
Transactions on Computational Science V
Integrating Rough Sets with Neural Networks for Weighting Road Safety Performance Indicators
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Rough Set Analysis for Sudan School Certificate
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Robotic Target Tracking with Approximation Space-Based Feedback During Reinforcement Learning
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Dominance-based rough set approach to incomplete interval-valued information system
Data & Knowledge Engineering
A hybrid approach of DEA, rough set and support vector machines for business failure prediction
Expert Systems with Applications: An International Journal
Computer Methods and Programs in Biomedicine
Adapted variable precision rough set approach for EEG analysis
Artificial Intelligence in Medicine
Attribute dependency functions considering data efficiency
International Journal of Approximate Reasoning
New approaches to fuzzy-rough feature selection
IEEE Transactions on Fuzzy Systems
A hybrid forecast marketing timing model based on probabilistic neural network, rough set and C4.5
Expert Systems with Applications: An International Journal
A rough set approach to feature selection based on ant colony optimization
Pattern Recognition Letters
Discovering Concurrent Process Models in Data: A Rough Set Approach
RSFDGrC '09 Proceedings of the 12th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
A rough set-based case-based reasoner for text categorization
International Journal of Approximate Reasoning
A method of tumor classification based on wavelet packet transforms and neighborhood rough set
Computers in Biology and Medicine
Consistency based attribute reduction
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Selection of important attributes for medical diagnosis systems
Transactions on rough sets VII
Feature selection in audiovisual emotion recognition based on rough set theory
Transactions on rough sets VII
Positive approximation: An accelerator for attribute reduction in rough set theory
Artificial Intelligence
Rough sets: trends and challenges
RSFDGrC'03 Proceedings of the 9th international conference on Rough sets, fuzzy sets, data mining, and granular computing
Stability analysis on rough set based feature evaluation
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
A heuristic algorithm based on attribute importance for feature selection
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
A hybrid feature selection approach based on the Bayesian network classifier and rough sets
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
The application of intuitionistic fuzzy theory in radar target identification
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Study on agricultural knowledge discovery based on rough set theory
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
A novel algorithm based on conditional entropy established by clustering for feature selection
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
A novel attribute reduction algorithm of decomposition based on rough sets
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 4
Knowledge approximation and rule acquisition based on VPRS in ordered information systems
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 4
Feature selection using rough-DPSO in anomaly intrusion detection
ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part I
Feature Selection via Maximizing Fuzzy Dependency
Fundamenta Informaticae
Attribute set dependence in reduct computation
Transactions on computational science II
A model of user-oriented reduct construction for machine learning
Transactions on rough sets VIII
Neighborhood outlier detection
Expert Systems with Applications: An International Journal
Two novel feature selection methods based on decomposition and composition
Expert Systems with Applications: An International Journal
Soft fuzzy rough sets for robust feature evaluation and selection
Information Sciences: an International Journal
New roughness measures of the interval-valued fuzzy sets
Expert Systems with Applications: An International Journal
A new knowledge reduction algorithm based on decision power in rough set
Transactions on rough sets XII
Transactions on rough sets XII
Using SVM based method for equipment fault detection in a thermal power plant
Computers in Industry
The Knowledge Engineering Review
A rough set approach to feature selection based on power set tree
Knowledge-Based Systems
A novel approach to improving C-Tree for feature selection
Applied Soft Computing
An efficient classifier design integrating rough set and set oriented database operations
Applied Soft Computing
The application of rough set and Mahalanobis distance to enhance the quality of OSA diagnosis
Expert Systems with Applications: An International Journal
An efficient classifier design integrating Rough Set and Dempster-Shafer Theory
International Journal of Artificial Intelligence and Soft Computing
Data compression with homomorphism in covering information systems
International Journal of Approximate Reasoning
A fusion of ICA and SVM for detection computer attacks
ACOS'06 Proceedings of the 5th WSEAS international conference on Applied computer science
International Journal of Approximate Reasoning
Core-generating discretization for rough set feature selection
Transactions on rough sets XIII
Incorporating game theory in feature selection for text categorization
RSFDGrC'11 Proceedings of the 13th international conference on Rough sets, fuzzy sets, data mining and granular computing
Expert Systems with Applications: An International Journal
A novel ensemble algorithm for biomedical classification based on Ant Colony Optimization
Applied Soft Computing
Synthesis of synchronized concurrent systems specified by information systems
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Review: Hybrid expert systems: A survey of current approaches and applications
Expert Systems with Applications: An International Journal
Attribute set dependence in apriori-like reduct computation
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Data dimension reduction using rough sets for support vector classifier
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
On the local reduction of information system
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
Expanding tolerance RST models based on cores of maximal compatible blocks
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
A model of machine learning based on user preference of attributes
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Finding minimal rough set reducts with particle swarm optimization
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
Constructing rough decision forests
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
Rough set and scatter search metaheuristic based feature selection for credit scoring
Expert Systems with Applications: An International Journal
Extracting classification rules with support rough neural networks
MDAI'05 Proceedings of the Second international conference on Modeling Decisions for Artificial Intelligence
A divide-and-conquer discretization algorithm
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Rough sets and decision rules in fuzzy set-valued information systems
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Radar emitter signal recognition based on feature selection algorithm
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Time complexity of decision trees
Transactions on Rough Sets III
A covering-based pessimistic multigranulation rough set
ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications
Approximations and uncertainty measures in incomplete information systems
Information Sciences: an International Journal
A rule-based method for identifying the factor structure in customer satisfaction
Information Sciences: an International Journal
An efficient rough feature selection algorithm with a multi-granulation view
International Journal of Approximate Reasoning
A reduct derived from feature selection
Pattern Recognition Letters
Communication between information systems with covering based rough sets
Information Sciences: an International Journal
Feature Selection Algorithm for Multiple Classifier Systems: A Hybrid Approach
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P 2003)
An improved decision tree algorithm using rough set theory in clinical decision support system
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
Feature Reduction with Inconsistency
International Journal of Cognitive Informatics and Natural Intelligence
An accelerator for attribute reduction based on perspective of objects and attributes
Knowledge-Based Systems
Unsupervised feature selection using rough set and teaching learning-based optimisation
International Journal of Artificial Intelligence and Soft Computing
Multigranulation rough sets: From partition to covering
Information Sciences: an International Journal
FRPS: A Fuzzy Rough Prototype Selection method
Pattern Recognition
Set-based granular computing: A lattice model
International Journal of Approximate Reasoning
Two Database Related Interpretations of Rough Approximations: Data Organization and Query Execution
Fundamenta Informaticae - To Andrzej Skowron on His 70th Birthday
Minimal Description and Maximal Description in Covering-based Rough Sets
Fundamenta Informaticae
Multi-granulation fuzzy rough sets
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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We present applications of rough set methods for feature selection in pattern recognition. We emphasize the role of the basic constructs of rough set approach in feature selection, namely reducts and their approximations, including dynamic reducts. In the overview of methods for feature selection we discuss feature selection criteria, including the rough set based methods. Our algorithm for feature selection is based on an application of a rough set method to the result of principal components analysis (PCA) used for feature projection and reduction. Finally, the paper presents numerical results of face and mammogram recognition experiments using neural network, with feature selection based on proposed PCA and rough set methods.