Artificial Intelligence
Comparison of the probabilistic approximate classification and the fuzzy set model
Fuzzy Sets and Systems
Rough sets: probabilistic versus deterministic approach
International Journal of Man-Machine Studies
A decision-theoretic roguth set model
Methodologies for intelligent systems, 5
Fuzzy Sets and Systems
A decision theoretic framework for approximating concepts
International Journal of Man-Machine Studies
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Variable precision rough set model
Journal of Computer and System Sciences
Advances in the Dempster-Shafer theory of evidence
Fuzzy sets and fuzzy logic: theory and applications
Fuzzy sets and fuzzy logic: theory and applications
Tolerance approximation spaces
Fundamenta Informaticae - Special issue: rough sets
Information-theoretic measures of uncertainty for rough sets and rough relational databases
Information Sciences: an International Journal
Information Sciences: an International Journal
Probabilistic interference for variable certainty decisions (abstract)
CSC '86 Proceedings of the 1986 ACM fourteenth annual conference on Computer science
Vocabulary mining for information retrieval: rough sets and fuzzy sets
Information Processing and Management: an International Journal
Rough Sets: Theoretical Aspects of Reasoning about Data
Rough Sets: Theoretical Aspects of Reasoning about Data
Information Retrieval
Machine Learning
Rough Sets and Data Mining: Analysis of Imprecise Data
Rough Sets and Data Mining: Analysis of Imprecise Data
Inclusion degree: a perspetive on measures for rough set data analysis
Information Sciences—Informatics and Computer Science: An International Journal
Variable Precision Rough Sets with Asymmetric Bounds
RSKD '93 Proceedings of the International Workshop on Rough Sets and Knowledge Discovery: Rough Sets, Fuzzy Sets and Knowledge Discovery
Accuracy and Coverage in Rough Set Rule Induction
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
Approaches to knowledge reduction based on variable precision rough set model
Information Sciences—Informatics and Computer Science: An International Journal - Mining stream data
A comparison of rough set methods and representative inductive learning algorithms
Fundamenta Informaticae - Special issue on the 9th international conference on rough sets, fuzzy sets, data mining and granular computing (RSFDGrC 2003)
Parameterized rough set model using rough membership and Bayesian confirmation measures
International Journal of Approximate Reasoning
Probabilistic approach to rough sets
International Journal of Approximate Reasoning
The investigation of the Bayesian rough set model
International Journal of Approximate Reasoning
On generalizing rough set theory
RSFDGrC'03 Proceedings of the 9th international conference on Rough sets, fuzzy sets, data mining, and granular computing
Feature selection with adjustable criteria
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
Rough membership and bayesian confirmation measures for parameterized rough sets
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
Upper and lower probabilities of fuzzy events induced by a fuzzy set-valued mapping
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
On generalized rough fuzzy approximation operators
Transactions on Rough Sets V
Semantics of fuzzy sets in rough set theory
Transactions on Rough Sets II
Formal reasoning with rough sets in multiple-source approximation systems
International Journal of Approximate Reasoning
A two-stage text mining model for information filtering
Proceedings of the 17th ACM conference on Information and knowledge management
Dependence-space-based attribute reductions in inconsistent decision information systems
International Journal of Approximate Reasoning
Reasoning with rough description logics: An approximate concepts approach
Information Sciences: an International Journal
On Certain Rough Inclusion Functions
Transactions on Rough Sets IX
Criteria for choosing a rough set model
Computers & Mathematics with Applications
Monotonic Variable Consistency Rough Set Approaches
International Journal of Approximate Reasoning
Attribute reduction and optimal decision rules acquisition for continuous valued information systems
Information Sciences: an International Journal
Topological Residuated Lattice: A Unifying Algebra Representation of Some Rough Set Models
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Three-Way Decision: An Interpretation of Rules in Rough Set Theory
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Handling Spatial-Correlated Attribute Values in a Rough Set
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part I
Approximation Algebra and Framework
Fundamenta Informaticae - Fundamentals of Knowledge Technology
An Incremental Approach for Inducing Knowledge from Dynamic Information Systems
Fundamenta Informaticae - Fundamentals of Knowledge Technology
Reasoning within expressive fuzzy rough description logics
Fuzzy Sets and Systems
Three-way decisions with probabilistic rough sets
Information Sciences: an International Journal
Interval Set Cluster Analysis: A Re-formulation
RSFDGrC '09 Proceedings of the 12th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
A unifying abstract approach for rough models
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Reference points and roughness
Information Sciences: an International Journal
Research on the model of rough set over dual-universes
Knowledge-Based Systems
An empirical comparison of rule sets induced by LERS and probabilistic rough classification
RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing
A study of multiple-source approximation systems
Transactions on rough sets XII
Transactions on rough sets XII
Sequential covering rule induction algorithm for variable consistency rough set approaches
Information Sciences: an International Journal
The superiority of three-way decisions in probabilistic rough set models
Information Sciences: an International Journal
A new extended dominance relation approach based on probabilistic rough set theory
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Qualitative approximations of fuzzy sets and non-classical three-valued logics (I)
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Hierarchical information system and its properties
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
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
International Journal of Approximate Reasoning
Covering rough sets based on neighborhoods: An approach without using neighborhoods
International Journal of Approximate Reasoning
Probabilistic model criteria with decision-theoretic rough sets
Information Sciences: an International Journal
Determination of the threshold value β of variable precision rough set by fuzzy algorithms
International Journal of Approximate Reasoning
Categorical properties of M-indiscernibility spaces
Theoretical Computer Science
Diverse reduct subspaces based co-training for partially labeled data
International Journal of Approximate Reasoning
Rule learning for classification based on neighborhood covering reduction
Information Sciences: an International Journal
Neighborhood rough sets based matrix approach for calculation of the approximations
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
An optimization viewpoint of decision-theoretic rough set model
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
A new formulation of multi-category decision-theoretic rough sets
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Comparative study of variable precision rough set model and graded rough set model
International Journal of Approximate Reasoning
A class of rough multiple objective programming and its application to solid transportation problem
Information Sciences: an International Journal
Credit scoring analysis using a fuzzy probabilistic rough set model
Computational Statistics & Data Analysis
Bayesian rough set model: A further investigation
International Journal of Approximate Reasoning
Probabilistic rough set over two universes and rough entropy
International Journal of Approximate Reasoning
International Journal of Approximate Reasoning
Attribute reduction in decision-theoretic rough set models using genetic algorithm
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
An efficient rough feature selection algorithm with a multi-granulation view
International Journal of Approximate Reasoning
Rough sets in the Soft Computing environment
Information Sciences: an International Journal
NMGRS: Neighborhood-based multigranulation rough sets
International Journal of Approximate Reasoning
Two Semantic Issues in a Probabilistic Rough Set Model
Fundamenta Informaticae - Advances in Rough Set Theory
Fundamenta Informaticae - Advances in Rough Set Theory
Orthopairs: A Simple and Widely UsedWay to Model Uncertainty
Fundamenta Informaticae - Advances in Rough Set Theory
Approximation Algebra and Framework
Fundamenta Informaticae - Fundamentals of Knowledge Technology
An Incremental Approach for Inducing Knowledge from Dynamic Information Systems
Fundamenta Informaticae - Fundamentals of Knowledge Technology
An information-theoretic interpretation of thresholds in probabilistic rough sets
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Decision-Theoretic rough sets with probabilistic distribution
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Multiple criteria decision analysis with game-theoretic rough sets
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Bipolar fuzzy rough set model on two different universes and its application
Knowledge-Based Systems
A Multiple-category Classification Approach with Decision-theoretic Rough Sets
Fundamenta Informaticae - Rough Sets and Knowledge Technology (RSKT 2010)
Minimum cost attribute reduction in decision-theoretic rough set models
Information Sciences: an International Journal
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
Rule measures tradeoff using game-theoretic rough sets
BI'12 Proceedings of the 2012 international conference on Brain Informatics
Local probabilistic approximations for incomplete data
ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
International Journal of Approximate Reasoning
Fuzzy probabilistic rough set model on two universes and its applications
International Journal of Approximate Reasoning
Analyzing uncertainties of probabilistic rough set regions with game-theoretic rough sets
International Journal of Approximate Reasoning
Generalized probabilistic approximations of incomplete data
International Journal of Approximate Reasoning
Incorporating logistic regression to decision-theoretic rough sets for classifications
International Journal of Approximate Reasoning
An extension to Rough c-means clustering based on decision-theoretic Rough Sets model
International Journal of Approximate Reasoning
An axiomatic characterization of probabilistic rough sets
International Journal of Approximate Reasoning
On an optimization representation of decision-theoretic rough set model
International Journal of Approximate Reasoning
An automatic method to determine the number of clusters using decision-theoretic rough set
International Journal of Approximate Reasoning
Feature selection with test cost constraint
International Journal of Approximate Reasoning
Membership function based rough set
International Journal of Approximate Reasoning
A categorical representation of algebraic domains based on variations of rough approximable concepts
International Journal of Approximate Reasoning
Updating attribute reduction in incomplete decision systems with the variation of attribute set
International Journal of Approximate Reasoning
International Journal of Approximate Reasoning
An Experimental Comparison of Three Probabilistic Approximations Used for Rule Induction
Fundamenta Informaticae - To Andrzej Skowron on His 70th Birthday
Weak Dependencies in Approximation Spaces
Fundamenta Informaticae - To Andrzej Skowron on His 70th Birthday
Information Sciences: an International Journal
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Probabilistic approaches have been applied to the theory of rough set in several forms, including decision-theoretic analysis, variable precision analysis, and information-theoretic analysis. Based on rough membership functions and rough inclusion functions, we revisit probabilistic rough set approximation operators and present a critical review of existing studies. Intuitively, they are defined based on a pair of thresholds representing the desired levels of precision. Formally, the Bayesian decision-theoretic analysis is adopted to provide a systematic method for determining the precision parameters by using more familiar notions of costs and risks. Results from existing studies are reviewed, synthesized and critically analyzed, and new results on the decision-theoretic rough set model are reported.