Multi-layer logic—A predicate logic including data structure as knowledge representation language
New Generation Computing
New Generation Computing - Selected papers from the international workshop on algorithmic learning theory,1990
Rough Sets: Theoretical Aspects of Reasoning about Data
Rough Sets: Theoretical Aspects of Reasoning about Data
Using Background Knowledge as a Bias to Control the Rule Discovery Process
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Probabilistic Rough Induction: The GDT-RS Methodology and Algorithms
ISMIS '99 Proceedings of the 11th International Symposium on Foundations of Intelligent Systems
An Analysis of Quantitative Measures Associated with Rules
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
Rough Problem Settings for Inductive Logic Programming
RSFDGrC '99 Proceedings of the 7th International Workshop on New Directions in Rough Sets, Data Mining, and Granular-Soft Computing
Symbol Processing by Non-Symbol Processor
PRICAI '96 Proceedings of the 4th Pacific Rim International Conference on Artificial Intelligence: Topics in Artificial Intelligence
Rough fuzzy MLP: knowledge encoding and classification
IEEE Transactions on Neural Networks
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This paper presents a hybrid model for rule discovery in real world data with uncertainty and incompleteness. The hybrid model is created by introducing an appropriate relationship between deductive reasoning and stochastic process, and extending the relationship so as to include abduction. Furthermore, a Generalization Distribution Table (GDT), which is a variant of transition matrix in stochastic process, is defined. Thus, the typical methods of symbolic reasoning such as deduction, induction, and abduction, as well as the methods based on soft computing techniques such as rough sets, fuzzy sets, and granular computing can be cooperatively used by taking the GDT and/or the transition matrix in stochastic process as mediums. Ways for implementation of the hybrid model are also discussed.