Journal ArticleDOI
Validity index for crisp and fuzzy clusters
TLDR
A cluster validity index and its fuzzification is described, which can provide a measure of goodness of clustering on different partitions of a data set, and results demonstrating the superiority of the PBM-index in appropriately determining the number of clusters are provided.About:
This article is published in Pattern Recognition.The article was published on 2004-03-01. It has received 710 citations till now. The article focuses on the topics: Fuzzy clustering & Correlation clustering.read more
Citations
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Proceedings ArticleDOI
Dynamic Clustering of Gene Expression Data Using a Fuzzy Approach
TL;DR: This paper proposes a fuzzy approach for dynamic clustering of gene expression data and proves its effectiveness through a set of experimental evaluations performed on a real-life data set.
Fuzzy Cluster Validity with Generalized Silhouettes.
TL;DR: A review of some popular fuzzy cluster validity indices is given and an index that is based on the generalization of silhouettes to fuzzy partitions is compared with the reviewed indices in conjunction with fuzzy c-means clustering.
Journal ArticleDOI
A Unified Multi-view Clustering Algorithm Using Multi-objective Optimization Coupled with Generative Model
TL;DR: A novel multi-objective based multi-view clustering framework that overcomes the problem of selecting a single solution in multi- objective based techniques and achieves an improvement of around 2%--4% over different evaluation metrics in all the four domains in comparison to state-of-the art methods.
Proceedings ArticleDOI
SVM Combined with FCM and PSO for Fuzzy Clustering
TL;DR: Results of numerical experiments show that the new algorithm is more efficient than the FCM and PSO-based FCM clustering algorithms, it can not only avoids the local optima and is robust to initialization, and also improve accuracy of classification.
Journal ArticleDOI
Dynamic Modified Chaotic Particle Swarm Optimization for Radar Signal Sorting
TL;DR: In this article, a dynamic modified chaotic PSO algorithm (DMCPSO) is proposed to increase the diversity of particle swarm in the later iteration to avoid premature convergence and falling into local optimum.
References
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Book
Genetic algorithms in search, optimization, and machine learning
TL;DR: In this article, the authors present the computer techniques, mathematical tools, and research results that will enable both students and practitioners to apply genetic algorithms to problems in many fields, including computer programming and mathematics.
Genetic algorithms in search, optimization and machine learning
TL;DR: This book brings together the computer techniques, mathematical tools, and research results that will enable both students and practitioners to apply genetic algorithms to problems in many fields.
Book
Applied Multivariate Statistical Analysis
R. A. Johnson,Dean W. Wichern +1 more
TL;DR: In this article, the authors present an overview of the basic concepts of multivariate analysis, including matrix algebra and random vectors, as well as a strategy for analyzing multivariate models.
Journal ArticleDOI
Applied Multivariate Statistical Analysis.
TL;DR: In this article, the authors present an overview of the basic concepts of multivariate analysis, including matrix algebra and random vectors, as well as a strategy for analyzing multivariate models.