Comparison of the probabilistic approximate classification and the fuzzy set model
Fuzzy Sets and Systems
Variable precision rough set model
Journal of Computer and System Sciences
Advances in the Dempster-Shafer theory of evidence
Uncertainly measures of rough set prediction
Artificial Intelligence
Rough set methods and applications: new developments in knowledge discovery in information systems
Rough set methods and applications: new developments in knowledge discovery in information systems
Rough Sets: Theoretical Aspects of Reasoning about Data
Rough Sets: Theoretical Aspects of Reasoning about Data
Knowledge Discovery and Measures of Interest
Knowledge Discovery and Measures of Interest
Bayes' Theorem Revised - The Rough Set View
Proceedings of the Joint JSAI 2001 Workshop on New Frontiers in Artificial Intelligence
Accuracy and Coverage in Rough Set Rule Induction
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
Handbook of data mining and knowledge discovery
Handbook of data mining and knowledge discovery
Fundamenta Informaticae
The investigation of the Bayesian rough set model
International Journal of Approximate Reasoning
Proposed interestingness measure for characteristic rules
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 2
Parameterized rough set model using rough membership and Bayesian confirmation measures
International Journal of Approximate Reasoning
Supporting E-Learning System with Modified Bayesian Rough Set Model
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Semi-supervised Rough Cost/Benefit Decisions
Fundamenta Informaticae - Fundamentals of Knowledge Technology
Three-way decisions with probabilistic rough sets
Information Sciences: an International Journal
The investigation of the Bayesian rough set model
International Journal of Approximate Reasoning
Rough multi-category decision theoretic framework
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
The superiority of three-way decisions in probabilistic rough set models
Information Sciences: an International Journal
Multiple-category classification with decision-theoretic rough sets
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
Probabilistic model criteria with decision-theoretic rough sets
Information Sciences: an International Journal
Attribute reduction in decision-theoretic rough set model: a further investigation
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
Probability measures for prediction in multi-table infomation systems
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
An approach to parameterized approximation of crisp and fuzzy sets
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
On variable consistency dominance-based rough set approaches
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
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
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
Variable precision Bayesian rough set model and its application to Kansei engineering
Transactions on Rough Sets V
Rough sets in the Soft Computing environment
Information Sciences: an International Journal
Properties of rule interestingness measures and alternative approaches to normalization of measures
Information Sciences: an International Journal
Two Semantic Issues in a Probabilistic Rough Set Model
Fundamenta Informaticae - Advances in Rough Set Theory
Semi-supervised Rough Cost/Benefit Decisions
Fundamenta Informaticae - Fundamentals of Knowledge Technology
Modelling Multi-agent Three-way Decisions with Decision-theoretic Rough Sets
Fundamenta Informaticae - Rough Sets and Knowledge Technology (RSKT 2010)
A Multiple-category Classification Approach with Decision-theoretic Rough Sets
Fundamenta Informaticae - Rough Sets and Knowledge Technology (RSKT 2010)
Fuzzy probabilistic rough set model on two universes and its applications
International Journal of Approximate Reasoning
Incorporating logistic regression to decision-theoretic rough sets for classifications
International Journal of Approximate Reasoning
Multi-class decision-theoretic rough sets
International Journal of Approximate Reasoning
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We present a novel approach to understanding the concepts of the theory of rough sets in terms of the inverse probabilities derivable from data. It is related to the Bayes factor known from the Bayesian hypothesis testing methods. The proposed Rough Bayesian model (RB) does not require information about the prior and posterior probabilities in case they are not provided in a confirmable way. We discuss RB with respect to its correspondence to the original Rough Set model (RS) introduced by Pawlak and Variable Precision Rough Set model (VPRS) introduced by Ziarko. We pay a special attention on RB’s capability to deal with multi-decision problems. We also propose a method for distributed data storage relevant to computational needs of our approach.