Fuzzy Clustering, Cluster Validity Tests

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Fuzzy Clustering. Clustering.

Kim, T.[Taehwan], Bezdek, J.C.[James C.], Hathaway, R.J.[Richard J.],
Optimality tests for fixed points of the fuzzy c-means algorithm,
PR(21), No. 6, 1988, pp. 651-663.
Elsevier DOI 0309
Reply to 'Comments on: optimality test for fixed points',
PR(23), No. 11, 1990, pp. 1309-1310.
Elsevier DOI 0401

See also Comments on: optimality test for fixed points. BibRef

Xie, X.L.[Xuanli Lisa], and Beni, G.[Gerardo],
A Validity Measure for Fuzzy Clustering,
PAMI(13), No. 8, August 1991, pp. 841-847.
IEEE DOI BibRef 9108

Wei, W.[Wen], Mendel, J.M.[Jerry M.],
Optimality tests for the fuzzy c-means algorithm,
PR(27), No. 11, November 1994, pp. 1567-1573.
Elsevier DOI 0401

Dave, R.N.,
Validating Fuzzy Partitions Obtained Through C-Shells Clustering,
PRL(17), No. 6, May 15 1996, pp. 613-623. 9607

Rezaee, M.R., Lelieveldt, B.P.F., Reiber, J.H.C.,
A New Cluster Validity Index for the Fuzzy C-Mean,
PRL(19), No. 3-4, March 1998, pp. 237-246. 9807

Rezaee, M.R.[M. Ramze], Goedhart, B., Lelieveldt, B.P.F., Reiber, J.H.C.,
Fuzzy feature selection,
PR(32), No. 12, December 1999, pp. 2011-2019.
Elsevier DOI BibRef 9912

Foody, G.M.[Giles M.],
The Continuum of Classification Fuzziness in Thematic Mapping,
PhEngRS(65), No. 4, April 1999, pp. 443-452. BibRef 9904

Foody, G.M.,
Sharpening Fuzzy Classification Output to Refine the Representation of Sub-Pixel Land-Cover Distribution,
JRS(19), No. 13, September 10 1998, pp. 2593-2599. 9810

Zahid, N., Abouelala, O., Limouri, M., Essaid, A.,
Unsupervised fuzzy clustering,
PRL(20), No. 2, February 1999, pp. 123-129. BibRef 9902

Zahid, N., Limouri, M., Essaid, A.,
A new cluster-validity for fuzzy clustering,
PR(32), No. 7, July 1999, pp. 1089-1097.
Elsevier DOI BibRef 9907

Hammah, R.E.[Reginald E.], Curran, J.H.[John H.],
Validity Measures for the Fuzzy Cluster Analysis of Orientations,
PAMI(22), No. 12, December 2000, pp. 1467-1472.

Looney, C.G.[Carl G.],
Interactive clustering and merging with a new fuzzy expected value,
PR(35), No. 11, November 2002, pp. 2413-2423.
Elsevier DOI 0208

Wu, K.L.[Kuo-Lung], Yu, J.[Jian], Yang, M.S.[Miin-Shen],
A novel fuzzy clustering algorithm based on a fuzzy scatter matrix with optimality tests,
PRL(26), No. 5, April 2005, pp. 639-652.
Elsevier DOI 0501

See also Alternative c-means clustering algorithms.
See also Mean shift-based clustering. BibRef

Kim, D.W.[Dae-Won], Lee, K.H.[Kwang H.], Lee, D.[Doheon],
Fuzzy cluster validation index based on inter-cluster proximity,
PRL(24), No. 15, November 2003, pp. 2561-2574.
Elsevier DOI 0308

Pakhira, M.K.[Malay K.], Bandyopadhyay, S.[Sanghamitra], Maulik, U.[Ujjwal],
Validity index for crisp and fuzzy clusters,
PR(37), No. 3, March 2004, pp. 487-501.
Elsevier DOI 0401

Mitchell, H.B.,
On the Dengfeng-Chuntian similarity measure and its application to pattern recognition,
PRL(24), No. 16, December 2003, pp. 3101-3104.
Elsevier DOI 0310
Dengfeng and Chuntian operator (
See also New similarity measures of intuitionistic fuzzy sets and application to pattern recognitions. ) may give counter-intuitive results. We show how a simple modification of the operator may correct this problem BibRef

Yang, C.C.[Chih-Chung], Bose, N.K.,
Generating fuzzy membership function with self-organizing feature map,
PRL(27), No. 5, 1 April 2006, pp. 356-365.
Elsevier DOI 0604
Fuzzy membership function; Pattern recognition; Self-organizing feature map; Computational intelligence BibRef

Bouguessa, M.[Mohamed], Wang, S.R.[Sheng-Rui], Sun, H.J.[Hao-Jun],
An objective approach to cluster validation,
PRL(27), No. 13, 1 October 2006, pp. 1419-1430.
Elsevier DOI 0606
Fuzzy clustering; Validity index; Overlapping clusters; Overlap rate; Truthed data set BibRef

Cimino, M.G.C.A.[Mario G.C.A.], Lazzerini, B.[Beatrice], Marcelloni, F.[Francesco],
A novel approach to fuzzy clustering based on a dissimilarity relation extracted from data using a TS system,
PR(39), No. 11, November 2006, pp. 2077-2091.
Elsevier DOI 0608
Fuzzy clustering; Fuzzy identification; Similarity relation BibRef

Campello, R.J.G.B.,
A fuzzy extension of the Rand index and other related indexes for clustering and classification assessment,
PRL(28), No. 7, May 2007, pp. 833-841.
Elsevier DOI 0703
Fuzzy clustering; Fuzzy classification; External validity indexes; Rand index; Adjusted Rand index; Jaccard coefficient; Minkowski measure; Fowlkes-Mallows index; [Gamma] Statistics BibRef

Campello, R.J.G.B.,
Generalized external indexes for comparing data partitions with overlapping categories,
PRL(31), No. 9, 1 July 2010, pp. 966-975.
Elsevier DOI 1004
Clustering; Overlapping; Partitions; Validity; Indexes BibRef

Horta, D.[Danilo], Campello, R.J.G.B.[Ricardo J.G.B.],
Automatic aspect discrimination in data clustering,
PR(45), No. 12, December 2012, pp. 4370-4388.
Elsevier DOI 1208
Clustering; Aspect discrimination; Attribute weighting; Cluster validation BibRef

Chiang, J.H.[Jung-Hsien], Yin, Z.X.[Zong-Xian],
Unsupervised minor prototype detection using an adaptive population partitioning algorithm,
PR(40), No. 11, November 2007, pp. 3132-3145.
Elsevier DOI 0707
Minor prototype; Cluster analysis; Fuzzy clustering; Outlier BibRef

Ghosh, A.[Ashish], Meher, S.K.[Saroj K.], Shankar, B.U.[B. Uma],
A novel fuzzy classifier based on product aggregation operator,
PR(41), No. 3, March 2008, pp. 961-971.
Elsevier DOI 0711
Pattern recognition; Fuzzy classifier; Aggregation operators; Remote sensing images BibRef

Garcia-Cascales, M.S.[M. Socorro], Lamata, M.T.[M. Teresa],
Solving a decision problem with linguistic information,
PRL(28), No. 16, December 2007, pp. 2284-2294.
Elsevier DOI 0711
Decision-making; Maintenance problem; Linguistic information; Fuzzy sets; Fuzzy distance BibRef

Celikyilmaz, A.[Asli], Turksen, I.B.[I. Burhan],
Validation criteria for enhanced fuzzy clustering,
PRL(29), No. 1, 15 January 2008, pp. 97-108.
Elsevier DOI 0711
Supervised clustering; Fuzzy clustering; Cluster validity index; Fuzzy functions BibRef

Julian, P.[Peterson], Hung, K.C.[Kuo-Chen], Lin, S.J.[Shu-Jen],
On the Mitchell similarity measure and its application to pattern recognition,
PRL(33), No. 9, 1 July 2012, pp. 1219-1223.
Elsevier DOI 1202
Pattern recognition; Intuitionistic fuzzy sets; Similarity measures
See also comment on On the Mitchell similarity measure and its application to pattern recognition, A. BibRef

Tung, C.T.[Cheng-Tan], Liu, S.[Sophia], Wang, B.S.[Bonnie Shuan],
A comment on 'On the Mitchell similarity measure and its application to pattern recognition',
PRL(34), No. 5, 1 April 2013, pp. 453-455.
Elsevier DOI 1303
Pattern recognition; Intuitionistic fuzzy sets; Similarity measures
See also On the Mitchell similarity measure and its application to pattern recognition. BibRef

Zarinbal, M., Zarandi, M.H.F.[M.H. Fazel], Turksen, I.B.,
Relative entropy collaborative fuzzy clustering method,
PR(48), No. 3, 2015, pp. 933-940.
Elsevier DOI 1412
Fuzzy set theory BibRef

Kalhori, M.R.N.[M. Rostam Niakan], Zarandi, M.H.F.[M.H. Fazel],
Interval type-2 credibilistic clustering for pattern recognition,
PR(48), No. 11, 2015, pp. 3652-3672.
Elsevier DOI 1506
Credibilistic clustering BibRef

Qian, P.J.[Peng-Jiang], Sun, S.[Shouwei], Jiang, Y.Z.[Yi-Zhang], Su, K.H.[Kuan-Hao], Ni, T.G.[Tong-Guang], Wang, S.T.[Shi-Tong], Muzic, Jr., R.F.[Raymond F.],
Cross-domain, soft-partition clustering with diversity measure and knowledge reference,
PR(50), No. 1, 2016, pp. 155-177.
Elsevier DOI 1512
Soft-partition clustering BibRef

Yang, M.S.[Miin-Shen], Hung, W.L.[Wen-Liang], Chung, T.I.[Tsiung-Iou],
Alternative Fuzzy Clustering Algorithms with L1-Norm and Covariance Matrix,
Springer DOI 0609

Lu, Y.[Yu], Fan, X.L.[Xi-Lu],
Fuzzy-weighted distance and its applications in pattern recognition and classification,
ICPR88(II: 1065-1067).

Chapter on Pattern Recognition, Clustering, Statistics, Grammars, Learning, Neural Nets, Genetic Algorithms continues in
Fuzzy Clustering, Overview, Summary, Comparisons .

Last update:Jun 17, 2024 at 21:38:11