Instance-Based Learning Algorithms
Machine Learning
Tolerating noisy, irrelevant and novel attributes in instance-based learning algorithms
International Journal of Man-Machine Studies - Special issue: symbolic problem solving in noisy and novel task environments
Case-based reasoning
Fuzzy Sets and Systems - Special issue: fuzzy sets: where do we stand? Where do we go?
Reduction Techniques for Instance-BasedLearning Algorithms
Machine Learning
Soft computing in case based reasoning
Soft computing in case based reasoning
On the notion of similarity in case based reasoning and fuzzy theory
Soft computing in case based reasoning
A connectionist model for selection of cases
Information Sciences: an International Journal
Rough Sets: Theoretical Aspects of Reasoning about Data
Rough Sets: Theoretical Aspects of Reasoning about Data
Neuro-Fuzzy Pattern Recognition: Methods in Soft Computing
Neuro-Fuzzy Pattern Recognition: Methods in Soft Computing
An Advanced Case-Knowledge Architecture Based on Fuzzy Objects
Applied Intelligence
Workshop on Rough Set Theory and Granular Computing - Summary
Proceedings of the Joint JSAI 2001 Workshop on New Frontiers in Artificial Intelligence
Designing decision trees with the use of fuzzy granulation
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Rough fuzzy MLP: knowledge encoding and classification
IEEE Transactions on Neural Networks
Soft data mining, computational theory of perceptions, and rough-fuzzy approach
Information Sciences: an International Journal - Special issue: Soft computing data mining
Combining Feature Reduction and Case Selection in Building CBR Classifiers
IEEE Transactions on Knowledge and Data Engineering
Topological approaches to covering rough sets
Information Sciences: an International Journal
A Rough Set Theoretic Approach to Clustering
Fundamenta Informaticae
On Three Types of Covering-Based Rough Sets
IEEE Transactions on Knowledge and Data Engineering
Rough clustering of sequential data
Data & Knowledge Engineering
Journal of Network and Computer Applications
Generalized rough sets over fuzzy lattices
Information Sciences: an International Journal
Rough set theory for the interval-valued fuzzy information systems
Information Sciences: an International Journal
The structures of EI algebras generated by information attributes
International Journal of Intelligent Systems Technologies and Applications
Fuzzy rough set theory for the interval-valued fuzzy information systems
Information Sciences: an International Journal
Rough Sets in Hybrid Soft Computing Systems
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
An ontology-based similarity measurement for problem-based case reasoning
Expert Systems with Applications: An International Journal
Knowledge Reduction of Covering Approximation Space
Transactions on Computational Science V
An axiomatic model for measuring contradiction and N-contradiction between two AIFSs
Information Sciences: an International Journal
Combinations of case-based reasoning with other intelligent methods
International Journal of Hybrid Intelligent Systems - CIMA-08
Reduction about approximation spaces of covering generalized rough sets
International Journal of Approximate Reasoning
On sensitivity of case-based reasoning to optimal feature subsets in business failure prediction
Expert Systems with Applications: An International Journal
Rough-fuzzy knowledge encoding and uncertainty analysis: relevance in data mining
ICDCN'08 Proceedings of the 9th international conference on Distributed computing and networking
Construction of isothetic covers of a digital object: A combinatorial approach
Journal of Visual Communication and Image Representation
Research on rough set theory and applications in China
Transactions on rough sets VIII
Covering based approximation – a new type approach
International Journal of Computational Vision and Robotics
A vague-rough set approach for uncertain knowledge acquisition
Knowledge-Based Systems
Binary relation based rough sets
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Rough-Fuzzy granular computing, case based reasoning and data mining
WILF'03 Proceedings of the 5th international conference on Fuzzy Logic and Applications
Isothetic polygonal approximations of a 2d object on generalized grid
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Multi knowledge based rough approximations and applications
Knowledge-Based Systems
TIPS: on finding a tight isothetic polygonal shape covering a 2d object
SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
Improving gene selection in microarray data analysis using fuzzy patterns inside a CBR system
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Class-dependent rough-fuzzy granular space, dispersion index and classification
Pattern Recognition
Automatic extractive text summarization based on fuzzy logic: a sentence oriented approach
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
Communication between information systems with covering based rough sets
Information Sciences: an International Journal
A Rough Set Theoretic Approach to Clustering
Fundamenta Informaticae
Image segmentation using rough set based k-means algorithm
Proceedings of the CUBE International Information Technology Conference
Evaluation of the decision performance of the decision rule set from an ordered decision table
Knowledge-Based Systems
Unsupervised fuzzy-rough set-based dimensionality reduction
Information Sciences: an International Journal
Related family: A new method for attribute reduction of covering information systems
Information Sciences: an International Journal
High-order fuzzy-neuro expert system for time series forecasting
Knowledge-Based Systems
Title Natural computing: A problem solving paradigm with granular information processing
Applied Soft Computing
Going-concern prediction using hybrid random forests and rough set approach
Information Sciences: an International Journal
An extension to rough c-means clustering algorithm based on boundary area elements discrimination
Transactions on Rough Sets XVI
An extension to Rough c-means clustering based on decision-theoretic Rough Sets model
International Journal of Approximate Reasoning
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Abstract--In this article, we propose a rough-fuzzy hybridization scheme for case generation. Fuzzy set theory is used for linguistic representation of patterns, thereby producing a fuzzy granulation of the feature space. Rough set theory is used to obtain dependency rules which model informative regions in the granulated feature space. The fuzzy membership functions corresponding to the informative regions are stored as cases along with the strength values. Case retrieval is made using a similarity measure based on these membership functions. Unlike the existing case selection methods, the cases here are cluster granules and not sample points. Also, each case involves a reduced number of relevant features. These makes the algorithm suitable for mining data sets, large both in dimension and size, due to its low-time requirement in case generation as well as retrieval. Superiority of the algorithm in terms of classification accuracy and case generation and retrieval times is demonstrated on some real-life data sets.