International Journal of Man-Machine Studies
Rough classification of patients after highly selective vagotomy for duodenal ulcer
International Journal of Man-Machine Studies
Rough sets and fuzzy sets—some remarks on interrelations
Fuzzy Sets and Systems
Variable precision rough set model
Journal of Computer and System Sciences
Fundamentals of algorithmics
Tolerance approximation spaces
Fundamenta Informaticae - Special issue: rough sets
Computational methods for rough classification and discovery
Journal of the American Society for Information Science - Special issue: knowledge discovery and data mining
Axiomatics for fuzzy rough sets
Fuzzy Sets and Systems
A Handwritten Numeral Character Classification Using Tolerant Rough Set
IEEE Transactions on Pattern Analysis and Machine Intelligence
Rough set algorithms in classification problem
Rough set methods and applications
A machine program for theorem-proving
Communications of the ACM
Vocabulary mining for information retrieval: rough sets and fuzzy sets
Information Processing and Management: an International Journal
Using Rough Sets with Heuristics for Feature Selection
Journal of Intelligent Information Systems
Rough Sets: Theoretical Aspects of Reasoning about Data
Rough Sets: Theoretical Aspects of Reasoning about Data
Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
Reduction algorithms based on discernibility matrix: the ordered attributes method
Journal of Computer Science and Technology
A comparative study of fuzzy rough sets
Fuzzy Sets and Systems
A Generalized Definition of Rough Approximations Based on Similarity
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
Searching for Relational Patterns in Data
PKDD '97 Proceedings of the First European Symposium on Principles of Data Mining and Knowledge Discovery
Hierarchical Document Clustering Based on Tolerance Rough Set Model
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
A Rough Set Approach to Measuring Information Granules
COMPSAC '02 Proceedings of the 26th International Computer Software and Applications Conference on Prolonging Software Life: Development and Redevelopment
IDEAL '02 Proceedings of the Third International Conference on Intelligent Data Engineering and Automated Learning
Boolean Reasoning for Decision Rules Generation
ISMIS '93 Proceedings of the 7th International Symposium on Methodologies for Intelligent Systems
Rough Sets and Bayesian Methods Applied to Cancer Detection
RSCTC '98 Proceedings of the First International Conference on Rough Sets and Current Trends in Computing
Wavelets, Rough Sets and Artificial Neural Networks in EEG Analysis
RSCTC '98 Proceedings of the First International Conference on Rough Sets and Current Trends in Computing
An Investigation of beta-Reduct Selection within the Variable Precision Rough Sets Model
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
Approximate Reducts and Association Rules - Correspondence and Complexity Results
RSFDGrC '99 Proceedings of the 7th International Workshop on New Directions in Rough Sets, Data Mining, and Granular-Soft Computing
Information Sciences—Informatics and Computer Science: An International Journal
Rough sets perspective on data and knowledge
Handbook of data mining and knowledge discovery
Application of rule induction and rough sets to verification of magnetic resonance diagnosis
Fundamenta Informaticae
Feature Selection Algorithms: A Survey and Experimental Evaluation
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
Unsupervised Texture Discrimination Based on Rough Fuzzy Sets and Parallel Hierarchical Clustering
ICPR '00 Proceedings of the International Conference on Pattern Recognition - Volume 3
Documents clustering using tolerance rough set model and its application to information retrieval
Intelligent exploration of the web
An axiomatic characterization of a fuzzy generalization of rough sets
Information Sciences—Informatics and Computer Science: An International Journal
Constructive and axiomatic approaches of fuzzy approximation operators
Information Sciences—Informatics and Computer Science: An International Journal - Mining stream data
Pattern Recognition Algorithms for Data Mining: Scalability, Knowledge Discovery, and Soft Granular Computing
Interval Set Clustering of Web Users with Rough K-Means
Journal of Intelligent Information Systems
Semantics-Preserving Dimensionality Reduction: Rough and Fuzzy-Rough-Based Approaches
IEEE Transactions on Knowledge and Data Engineering
A tolerance rough set approach to clustering web search results
PKDD '04 Proceedings of the 8th European Conference on Principles and Practice of Knowledge Discovery in Databases
Dominance relation and rules in an incomplete ordered information system
International Journal of Intelligent Systems
Web Document Classification Based on Extended Rough set
PDCAT '05 Proceedings of the Sixth International Conference on Parallel and Distributed Computing Applications and Technologies
Information-preserving hybrid data reduction based on fuzzy-rough techniques
Pattern Recognition Letters
Independent component analysis and rough fuzzy based approach to web usage mining
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Anomaly-Based Intrusion Detection using Fuzzy Rough Clustering
ICHIT '06 Proceedings of the 2006 International Conference on Hybrid Information Technology - Volume 01
Reduct Generation and Classification of Gene Expression Data
ICHIT '06 Proceedings of the 2006 International Conference on Hybrid Information Technology - Volume 01
Feature selection based on rough sets and particle swarm optimization
Pattern Recognition Letters
Web Intelligence and Agent Systems
Rough clustering of sequential data
Data & Knowledge Engineering
Fuzzy-rough nearest neighbor algorithms in classification
Fuzzy Sets and Systems
An Extension of VPRS Model Based on Dominance Relation
FSKD '07 Proceedings of the Fourth International Conference on Fuzzy Systems and Knowledge Discovery - Volume 03
A Branch and Bound Algorithm for Feature Subset Selection
IEEE Transactions on Computers
An efficient ant colony optimization approach to attribute reduction in rough set theory
Pattern Recognition Letters
Stochastic dominance-based rough set model for ordinal classification
Information Sciences: an International Journal
Rough Set Approach to Spam Filter Learning
RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
Computational Intelligence and Feature Selection: Rough and Fuzzy Approaches
Computational Intelligence and Feature Selection: Rough and Fuzzy Approaches
A New Approach to Fuzzy-Rough Nearest Neighbour Classification
RSCTC '08 Proceedings of the 6th International Conference on Rough Sets and Current Trends in Computing
Standard and Fuzzy Rough Entropy Clustering Algorithms in Image Segmentation
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
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
New approaches to fuzzy-rough feature selection
IEEE Transactions on Fuzzy Systems
On characterizations of ( I,T)-fuzzy rough approximation operators
Fuzzy Sets and Systems
Fuzzy-rough data reduction with ant colony optimization
Fuzzy Sets and Systems
On the topological properties of fuzzy rough sets
Fuzzy Sets and Systems
A Distance Measure Approach to Exploring the Rough Set Boundary Region for Attribute Reduction
IEEE Transactions on Knowledge and Data Engineering
Indiscernibility-based clustering: rough clustering
IFSA'03 Proceedings of the 10th international fuzzy systems association World Congress conference on Fuzzy sets and systems
Consistency based attribute reduction
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Classification using the variable precision rough set
RSFDGrC'03 Proceedings of the 9th international conference on Rough sets, fuzzy sets, data mining, and granular computing
Fuzzy-rough approaches for mammographic risk analysis
Intelligent Data Analysis - Knowledge Discovery in Bioinformatics
A novel clustering algorithm based on variable precision rough-fuzzy sets
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
Classifying email using variable precision rough set approach
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
A rough set-based fuzzy clustering
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
A study on relationship between fuzzy rough approximation operators and fuzzy topological spaces
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Fuzzy-Rough set based nearest neighbor clustering classification algorithm
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Fuzzy rough sets based on residuated lattices
Transactions on Rough Sets II
Information Sciences: an International Journal
A Novel Breast Tissue Density Classification Methodology
IEEE Transactions on Information Technology in Biomedicine
On the generalization of fuzzy rough sets
IEEE Transactions on Fuzzy Systems
Fuzzy-Rough Sets Assisted Attribute Selection
IEEE Transactions on Fuzzy Systems
Attributes Reduction Using Fuzzy Rough Sets
IEEE Transactions on Fuzzy Systems
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Rough set theory (RST) has enjoyed an enormous amount of attention in recent years and has been applied to many real-world problems including data mining, pattern recognition, and intelligent control. Much research has recently been carried out in respect of both the development of the underlying theory and the application to new problem domains. This paper attempts to summarize the advances in RST, its extensions, and their applications. It also identifies important areas which require further investigation. Typical example application domains are examined which demonstrate the success of the application of RST to a wide variety of areas and disciplines, and which also exhibit the strengths and limitations of the respective underlying approaches.