Fuzzy Sets and Systems - Special issue: fuzzy sets: where do we stand? Where do we go?
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
Neighborhood systems and relational databases
CSC '88 Proceedings of the 1988 ACM sixteenth annual conference on Computer science
Assessment of data redundancy in fuzzy relational databases based on semantic inclusion degree
Information Processing Letters
Unsupervised Feature Selection Using Feature Similarity
IEEE Transactions on Pattern Analysis and Machine Intelligence
Rough Sets: Theoretical Aspects of Reasoning about Data
Rough Sets: Theoretical Aspects of Reasoning about Data
Inclusion degree: a perspetive on measures for rough set data analysis
Information Sciences—Informatics and Computer Science: An International Journal
Data Mining and Machine Oriented Modeling: A Granular Computing Approach
Applied Intelligence
Feature Selection via Discretization
IEEE Transactions on Knowledge and Data Engineering
Rough set methods in feature selection and recognition
Pattern Recognition Letters - Special issue: Rough sets, pattern recognition and data mining
Feature Selection Using Rough Sets Theory
ECML '93 Proceedings of the European Conference on Machine Learning
An introduction to variable and feature selection
The Journal of Machine Learning Research
Consistency-based search in feature selection
Artificial Intelligence
Constructive and axiomatic approaches of fuzzy approximation operators
Information Sciences—Informatics and Computer Science: An International Journal - Mining stream data
Semantics-Preserving Dimensionality Reduction: Rough and Fuzzy-Rough-Based Approaches
IEEE Transactions on Knowledge and Data Engineering
Fuzzy information granules in time series data
International Journal of Intelligent Systems - Granular Computing and Data Mining
Entropies of fuzzy indiscrenibility relation and its operations
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
On fuzzy-rough sets approach to feature selection
Pattern Recognition Letters
A model of granular data: a design problem with the Tchebyschev FCM
Soft Computing - A Fusion of Foundations, Methodologies and Applications
International Journal of Intelligent Systems
Combined SVM-Based Feature Selection and Classification
Machine Learning
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
Information-preserving hybrid data reduction based on fuzzy-rough techniques
Pattern Recognition Letters
A Comparative Study of Algebra Viewpoint and Information Viewpoint in Attribute Reduction
Fundamenta Informaticae
An improved clustering algorithm for information granulation
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Feature selection algorithm for data with both nominal and continuous features
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Linguistic models and linguistic modeling
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Genetic programming for simultaneous feature selection and classifier design
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Fuzzy logic = computing with words
IEEE Transactions on Fuzzy Systems
Fuzzy descriptive models: an interactive framework of information granulation [ECG data]
IEEE Transactions on Fuzzy Systems
Generating an interpretable family of fuzzy partitions from data
IEEE Transactions on Fuzzy Systems
Constructive granular systems with universal approximation and fast knowledge discovery
IEEE Transactions on Fuzzy Systems
On the generalization of fuzzy rough sets
IEEE Transactions on Fuzzy Systems
Neural-network feature selector
IEEE Transactions on Neural Networks
Input feature selection for classification problems
IEEE Transactions on Neural Networks
Fundamenta Informaticae
Attribute reduction based on evidence theory in incomplete decision systems
Information Sciences: an International Journal
On generalized intuitionistic fuzzy rough approximation operators
Information Sciences: an International Journal
Mixed feature selection based on granulation and approximation
Knowledge-Based Systems
Generalized fuzzy rough approximation operators based on fuzzy coverings
International Journal of Approximate Reasoning
Information Sciences: an International Journal
Fuzzy rough sets hybrid scheme for motion and scene complexity adaptive deinterlacing
Image and Vision Computing
Compact Rule Learner on Weighted Fuzzy Approximation Spaces for Class Imbalanced and Hybrid Data
RSCTC '08 Proceedings of the 6th International Conference on Rough Sets and Current Trends in Computing
A Development of Inclusion-degree-based Rough Fuzzy Random Sets
Fundamenta Informaticae
Discernibility matrix simplification for constructing attribute reducts
Information Sciences: an International Journal
On characterization of intuitionistic fuzzy rough sets based on intuitionistic fuzzy implicators
Information Sciences: an International Journal
Fuzzy-rough attribute reduction via mutual information with an application to cancer classification
Computers & Mathematics with Applications
Information Sciences: an International Journal
Computers in Biology and Medicine
A Time-Reduction Strategy to Feature Selection in Rough Set Theory
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Relative reducts in consistent and inconsistent decision tables of the Pawlak rough set model
Information Sciences: an International Journal
Attribute selection with fuzzy decision reducts
Information Sciences: an International Journal
Intelligence techniques for prostate ultrasound image analysis
International Journal of Hybrid Intelligent Systems
An Interval-Valued Intuitionistic Fuzzy Rough Set Model
Fundamenta Informaticae
Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications
International Journal of Approximate Reasoning
Reduction about approximation spaces of covering generalized rough sets
International Journal of Approximate Reasoning
Fuzzy preference based rough sets
Information Sciences: an International Journal
Positive approximation: An accelerator for attribute reduction in rough set theory
Artificial Intelligence
Stability analysis on rough set based feature evaluation
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Fuzzy rough set and information entropy based feature selection for credit scoring
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 6
Feature Selection via Maximizing Fuzzy Dependency
Fundamenta Informaticae
Fuzzy-rough approaches for mammographic risk analysis
Intelligent Data Analysis - Knowledge Discovery in Bioinformatics
Approximation reduction in inconsistent incomplete decision tables
Knowledge-Based Systems
Research on rough set theory and applications in China
Transactions on rough sets VIII
Soft fuzzy rough sets for robust feature evaluation and selection
Information Sciences: an International Journal
Weighted nearest neighbor classification via maximizing classification consistency
RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing
The Knowledge Engineering Review
On attribute reduction of rough set based on pruning rules
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Hybrid approaches to attribute reduction based on indiscernibility and discernibility relation
International Journal of Approximate Reasoning
International Journal of Approximate Reasoning
Positive approximation and converse approximation in interval-valued fuzzy rough sets
Information Sciences: an International Journal
Fuzzy rough set based attribute reduction for information systems with fuzzy decisions
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
Neighborhood rough set and SVM based hybrid credit scoring classifier
Expert Systems with Applications: An International Journal
Rule extraction based on granulation order in interval-valued fuzzy information system
Expert Systems with Applications: An International Journal
Robust fuzzy rough classifiers
Fuzzy Sets and Systems
Diverse reduct subspaces based co-training for partially labeled data
International Journal of Approximate Reasoning
Expert Systems with Applications: An International Journal
Rule learning for classification based on neighborhood covering reduction
Information Sciences: an International Journal
Uncertainty and feature selection in rough set theory
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
An efficient fuzzy-rough attribute reduction approach
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
An efficient fuzzy rough approach for feature selection
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Case-based classifiers with fuzzy rough sets
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Information Sciences: an International Journal
Distance: A more comprehensible perspective for measures in rough set theory
Knowledge-Based Systems
A comparative study of rough sets for hybrid data
Information Sciences: an International Journal
Class-dependent rough-fuzzy granular space, dispersion index and classification
Pattern Recognition
A parallel method for computing rough set approximations
Information Sciences: an International Journal
Dominance-based soft set approach in decision-making analysis
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
A rule-based method for identifying the factor structure in customer satisfaction
Information Sciences: an International Journal
Generalized intuitionistic fuzzy rough sets based on intuitionistic fuzzy coverings
Information Sciences: an International Journal
Extended rough set-based attribute reduction in inconsistent incomplete decision systems
Information Sciences: an International Journal
An efficient rough feature selection algorithm with a multi-granulation view
International Journal of Approximate Reasoning
Parameterized attribute reduction with Gaussian kernel based fuzzy rough sets
Information Sciences: an International Journal
Parallel rough set based knowledge acquisition using MapReduce from big data
Proceedings of the 1st International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
On Some Mathematical Structures of T-Fuzzy Rough Set Algebras in Infinite Universes of Discourse
Fundamenta Informaticae - Advances in Rough Set Theory
Kernelized Fuzzy Rough Sets Based Yawn Detection for Driver Fatigue Monitoring
Fundamenta Informaticae - Knowledge Technology
An Interval-Valued Intuitionistic Fuzzy Rough Set Model
Fundamenta Informaticae
A Development of Inclusion-degree-based Rough Fuzzy Random Sets
Fundamenta Informaticae
A fuzzy-rough sets based compact rule induction method for classifying hybrid data
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
On interval type-2 rough fuzzy sets
Knowledge-Based Systems
Soft Minimum-Enclosing-Ball Based Robust Fuzzy Rough Sets
Fundamenta Informaticae - Rough Sets and Knowledge Technology (RSKT 2010)
An Improved Axiomatic Definition of Information Granulation
Fundamenta Informaticae
On characterization of generalized interval type-2 fuzzy rough sets
Information Sciences: an International Journal
Attribute reduction for dynamic data sets
Applied Soft Computing
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Attribute reduction: A dimension incremental strategy
Knowledge-Based Systems
Related family: A new method for attribute reduction of covering information systems
Information Sciences: an International Journal
Feature Based Rule Learner in Noisy Environment Using Neighbourhood Rough Set Model
International Journal of Software Science and Computational Intelligence
Can fuzzy entropies be effective measures for evaluating the roughness of a rough set?
Information Sciences: an International Journal
Fuzziness-Preserving attribute reduction from hybrid data
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
An accelerator for attribute reduction based on perspective of objects and attributes
Knowledge-Based Systems
Rough set approach to incomplete numerical data
Information Sciences: an International Journal
FRPS: A Fuzzy Rough Prototype Selection method
Pattern Recognition
Quick attribute reduction in inconsistent decision tables
Information Sciences: an International Journal
A novel feature selection method and its application
Journal of Intelligent Information Systems
Composite rough sets for dynamic data mining
Information Sciences: an International Journal
A novel variable precision (θ,σ)-fuzzy rough set model based on fuzzy granules
Fuzzy Sets and Systems
International Journal of Approximate Reasoning
An improved algorithm for calculating fuzzy attribute reducts
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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Feature subset selection has become an important challenge in areas of pattern recognition, machine learning and data mining. As different semantics are hidden in numerical and categorical features, there are two strategies for selecting hybrid attributes: discretizing numerical variables or numericalize categorical features. In this paper, we introduce a simple and efficient hybrid attribute reduction algorithm based on a generalized fuzzy-rough model. A theoretic framework of fuzzy-rough model based on fuzzy relations is presented, which underlies a foundation for algorithm construction. We derive several attribute significance measures based on the proposed fuzzy-rough model and construct a forward greedy algorithm for hybrid attribute reduction. The experiments show that the technique of variable precision fuzzy inclusion in computing decision positive region can get the optimal classification performance. Number of the selected features is the least but accuracy is the best.