Rough-Fuzzy C-Medoids Algorithm and Selection of Bio-Basis for Amino Acid Sequence Analysis
IEEE Transactions on Knowledge and Data Engineering
A cluster validity index for fuzzy clustering
Information Sciences: an International Journal
RFCM: A Hybrid Clustering Algorithm Using Rough and Fuzzy Sets
Fundamenta Informaticae
Generalized fuzzy rough approximation operators based on fuzzy coverings
International Journal of Approximate Reasoning
Clustering algorithm for intuitionistic fuzzy sets
Information Sciences: an International Journal
Precision of Rough Set Clustering
RSCTC '08 Proceedings of the 6th International Conference on Rough Sets and Current Trends in Computing
Shadowed Clustering for Speech Data and Medical Image Segmentation
RSCTC '08 Proceedings of the 6th International Conference on Rough Sets and Current Trends in Computing
Mechanisms of Partial Supervision in Rough Clustering Approaches
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Evolutionary Rough K-Means Clustering
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Collaborative clustering with background knowledge
Data & Knowledge Engineering
Shadowed c-means: Integrating fuzzy and rough clustering
Pattern Recognition
Rough sets and near sets in medical imaging: a review
IEEE Transactions on Information Technology in Biomedicine - Special section on body sensor networks
Rough clustering and regression analysis
RSKT'07 Proceedings of the 2nd international conference on Rough sets and knowledge technology
Application of rough sets in pattern recognition
Transactions on rough sets VII
Learning collaboration links in a collaborative fuzzy clustering environment
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Rough-fuzzy knowledge encoding and uncertainty analysis: relevance in data mining
ICDCN'08 Proceedings of the 9th international conference on Distributed computing and networking
Rough-fuzzy clustering: an application to medical imagery
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Intra-cluster similarity index based on fuzzy rough sets for fuzzy c-means algorithm
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Evolutionary rough k-medoid clustering
Transactions on rough sets VIII
Shadowed sets in the characterization of rough-fuzzy clustering
Pattern Recognition
Hybrid ensemble approach for classification
Applied Intelligence
Satellite image segmentation with Shadowed C-Means
Information Sciences: an International Journal
Projected Gustafson-Kessel clustering algorithm and its convergence
Transactions on rough sets XIV
An efficient fuzzy-rough attribute reduction approach
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
An extension to rough c-means clustering
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Adjusting the clustering results referencing an external set
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part II
Ant based clustering of time series discrete data --- a rough set approach
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
Partitive clustering (K-means family)
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
RFCM: A Hybrid Clustering Algorithm Using Rough and Fuzzy Sets
Fundamenta Informaticae
Hybrid softcomputing model for lesion identification and information combination: some case studies
International Journal of Data Mining and Bioinformatics
On rough set based non metric model
MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence
Rough Set Based Clustering Using Active Learning Approach
International Journal of Artificial Life Research
Soft clustering -- Fuzzy and rough approaches and their extensions and derivatives
International Journal of Approximate Reasoning
Rough set based fuzzy k-modes for categorical data
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Rough intuitionistic fuzzy C-means algorithm and a comparative analysis
Proceedings of the 6th ACM India Computing Convention
An extension to rough c-means clustering algorithm based on boundary area elements discrimination
Transactions on Rough Sets XVI
International Journal of Approximate Reasoning
An extension to Rough c-means clustering based on decision-theoretic Rough Sets model
International Journal of Approximate Reasoning
A Fast Multiclass Classification Algorithm Based on Cooperative Clustering
Neural Processing Letters
Fundamenta Informaticae - Cognitive Informatics and Computational Intelligence: Theory and Applications
Ant-Based Clustering in Delta Episode Information Systems Based on Temporal Rough Set Flow Graphs
Fundamenta Informaticae - Concurrency, Specification and Programming
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In this study, we introduce a novel clustering architecture, in which several subsets of patterns can be processed together with an objective of finding a common structure. The structure revealed at the global level is determined by exchanging prototypes of the subsets of data and by moving prototypes of the corresponding clusters toward each other. Thereby, the required communication links are established at the level of cluster prototypes and partition matrices, without hampering the security concerns. A detailed clustering algorithm is developed by integrating the advantages of both fuzzy sets and rough sets, and a measure of quantitative analysis of the experimental results is provided for synthetic and real-world data