Keyword

cluster validity

Description: The quality or appropriateness of a clustering result, assessed by how well its groups represent structure in the data.

Primary topic: Advanced Clustering Algorithms Research (65%)

OpenAlex ID: keywords/cluster-validity

A Cluster Separation Measure

1979 · David L. Davies, Donald W. Bouldin · IEEE Transactions on Pattern Analysis and Machine Intelligence · 9,116

An Examination of Procedures for Determining the Number of Clusters in a Data Set

1985 · Glenn W. Milligan, Martha C. Cooper · Psychometrika · 3,873

Cluster analysis of multivariate data : efficiency versus interpretability of classifications

1965 · Edward W. Forgy · Biometrics · 2,100

On cluster validity for the fuzzy c-means model

1995 · N.R. Pal, J.C. Bezdek · IEEE Transactions on Fuzzy Systems · 1,851

Unsupervised optimal fuzzy clustering

1989 · I. Gath, A.B. Geva · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1,642

Fuzzy Models and Algorithms for Pattern Recognition and Image Processing

1999 · James C. Bezdek, James Keller, et al. · The Handbooks of fuzzy sets series · 1,378

Cluster Validity with Fuzzy Sets

1973 · James C. Bezdek† · Journal of Cybernetics · 1,223

Some new indexes of cluster validity

1998 · J.C. Bezdek, N.R. Pal · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 1,133

Review of MR image segmentation techniques using pattern recognition

1993 · J. C. Bezdek, L. O. Hall, et al. · Medical Physics · 953

Fuzzy Cluster Analysis: Methods for Classification, Data Analysis and Image Recognition

2000 · V. J. Rayward-Smith, F. Hoppner, et al. · Journal of the Operational Research Society · 920

The possibilistic C-means algorithm: insights and recommendations

1996 · R. Krishnapuram, J.M. Keller · IEEE Transactions on Fuzzy Systems · 732

Empirical and Theoretical Comparisons of Selected Criterion Functions for Document Clustering

2004 · Ying Zhao, George Karypis · Machine Learning · 611

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Numerical taxonomy with fuzzy sets

1974 · J. C. Bezdek · Journal of Mathematical Biology · 586

Cluster validity methods

2002 · Maria Halkidi, Yannis Batistakis, et al. · ACM SIGMOD Record · 534

Mixture model tests of cluster analysis: Accuracy of four agglomerative hierarchical methods.

1976 · Roger K. Blashfield · Psychological Bulletin · 531

Fuzzy Algorithms: With Applications to Image Processing and Pattern Recognition

1996 · Zheru Chi, Hong Yan, et al. · Advances in fuzzy systems · 492

Clustering of time-series subsequences is meaningless: implications for previous and future research

2004 · Eamonn Keogh, Jessica Lin · Knowledge and Information Systems · 469

Clustering validity checking methods

2002 · Maria Halkidi, Yannis Batistakis, et al. · ACM SIGMOD Record · 466

Clustering Methods Based on Likelihood Ratio Criteria

1971 · A. J. Scott, M. J. Symons · Biometrics · 465

Clustering validity assessment: finding the optimal partitioning of a data set

2002 · M. Halkidi, M. Vazirgiannis · Proceedings · 444

Genetic clustering for automatic evolution of clusters and application to image classification

2002 · Sanghamitra Bandyopadhyay, Ujjwal Maulik · Pattern Recognition · 434

Validity-guided (re)clustering with applications to image segmentation

1996 · A.M. Bensaid, L.O. Hall, et al. · IEEE Transactions on Fuzzy Systems · 425

A Monte Carlo Study of Thirty Internal Criterion Measures for Cluster Analysis

1981 · Glenn W. Milligan · Psychometrika · 408

Applying cluster analysis in counseling psychology research.

1987 · Fred H. Borgen, David C. Barnett · Journal of Counseling Psychology · 387

Fuzzy sets in pattern recognition: Methodology and methods

1990 · W. Pedrycz · Pattern Recognition · 363

Works count: 2,264

Citation count: 58,800