Hello Henry,
There are cirteria which are not technique related, like the rand index, or better, the adjusted rand index.
I did a lot with technique related ciretia (fuzzy c-means) and a generel outcome of my experiments was that different techniques aplid to a single data set reslulted in as many different outcome....
best regards,
jacco Noordam
-----------------------------------------------------------------------
J.C. Noordam
Agrotechnological Reseach Institute (ATO)
Department Production & Control Systems
P.O.Box 17,6700 AA Wageningen, the Netherlands
http://www.ato.wageningen-ur.nl
email: [log in to unmask]
tel: +31.317.475139
fax: +31.317.475347
A few references to validity related articles:
@article{
181,
Author = {Bezdek, J.C.},
Title = {Cluster validity with fuzzy sets},
Journal = {Journal of Cybernetics},
Volume = {3},
Number = {3},
Pages = {58-73},
Keywords = {cluster validity
clustering},
Year = {1974} }
@article{
284,
Author = {Bezdek, James C. and Pal, Nikhil R.},
Title = {Some new indexes of cluster validity},
Journal = {IEEE transactions on systems, man and cybernetics},
Volume = {28},
Number = {3},
Pages = {301-315},
Keywords = {cluster validity
clustering
K-means},
Year = {1998} }
@article{
514,
Author = {Bondarenko, I. and Malderen, H. van and Treiger, B. and Espen, P. van and Grieken, R. van},
Title = {Hierarchical cluster analysis with stopping rules built on Akaike's information criterion for aerosol particle classification based on electron probe X-ray microanalysis},
Journal = {Chemometrics and intelligent laboratory systems},
Volume = {22},
Pages = {87-95},
Keywords = {hierarchical clustering
X-ray
cluster validity},
Year = {1994} }
@article{
133,
Author = {Dave, Rajesh N.},
Title = {Validating fuzzy partitions obtained through c-shells clustering},
Journal = {Pattern Recognition Letters},
Volume = {17},
Pages = {613-623},
Keywords = {cluster validity
Shell clustering
fuzzy clustering},
Year = {1996} }
@article{
196,
Author = {Dave, Rajesh N. and Krishnapuram, Raghu},
Title = {Robust clustering methods : A Unified view},
Journal = {IEEE transactions on fuzzy systems},
Volume = {5},
Number = {2},
Pages = {270-293},
Keywords = {cluster validity
fuzzy clustering},
Year = {1997} }
@article{
151,
Author = {Frigui, Hichem and Krishnapuram, Raghu},
Title = {A robust algorithm for automatic extraction of a unknown number of clusters from noisy data},
Journal = {Pattern Recognition Letters},
Volume = {17},
Number = {12},
Pages = {1223-1232},
Keywords = {fuzzy clustering
cluster validity},
Year = {1996} }
@article{
153,
Author = {Frigui, Hichem and Krishnapuram, Raghu},
Title = {Clustering by competitive agglomeration},
Journal = {Pattern Recognition},
Volume = {30},
Number = {7},
Pages = {1109-1119},
Keywords = {fuzzy clustering
cluster validity},
Year = {1997} }
@article{
44,
Author = {Gath, I and Geva, A.B.},
Title = {Unsupervised optimal fuzzy clustering},
Journal = {IEEE transactions on pattern analysis and machine intelligence},
Volume = {11},
Number = {7},
Pages = {773-781},
Keywords = {fuzzy clustering
cluster validity},
Year = {1989} }
@article{
266,
Author = {Geva, A.B. and Steinberg, Yossef and Bruckmair, Shay and Nahum, Gerry},
Title = {A comparison of cluster validity criteria for a mixture of normal distributed data},
Journal = {Pattern Recognition Letters},
Volume = {21},
Pages = {511-529},
Keywords = {cluster validity
Unsupervised learning
clustering},
Year = {2000} }
@article{
468,
Author = {Herbin, M. and Bonnet, Noel and Vautrot, P.},
Title = {Estimating of the number of clusters and influence zones},
Journal = {Pattern Recognition Letters},
Volume = {22},
Pages = {1557-1568},
Keywords = {clustering
hierarchical clustering
cluster validity},
Year = {2001} }
@article{
195,
Author = {Kothari, Ravi and Pitts, Dax},
Title = {On finding the number of clusters},
Journal = {Pattern Recognition Letters},
Volume = {20},
Pages = {405-416},
Keywords = {clustering
cluster validity},
Year = {1999} }
@article{
128,
Author = {Nakamura, Eiji and Kehtarnavaz, Nasser},
Title = {Determinating number of clusters and prototype locations via multi-scale clustering},
Journal = {Pattern Recognition Letters},
Volume = {19},
Number = {12},
Pages = {1265-1283},
Keywords = {clustering
cluster validity},
Year = {1998} }
@article{
122,
Author = {Pal, Nikhil R. and Bezdek, James C.},
Title = {On cluster validity for the fuzzy c-means model},
Journal = {IEEE transactions on fuzzy systems},
Volume = {3},
Number = {3},
Pages = {370-379},
Keywords = {cluster validity
Fuzzy C-means},
Year = {1995} }
@article{
123,
Author = {Pal, Nikhil R. and Bezdek, James C.},
Title = {Correction to On cluster validity for the fuzzy c-means model},
Journal = {IEEE transactions on fuzzy systems},
Volume = {5},
Number = {1},
Pages = {152-153},
Keywords = {Fuzzy C-means
clustering
cluster validity},
Year = {1997} }
@article{
112,
Author = {Rezaee, M. Ramze and Lelieveldt, B.P.F. and Reiber, J.H.C.},
Title = {A new cluster validity index for the fuzzy c-mean},
Journal = {Pattern Recognition Letters},
Volume = {19},
Pages = {237-246},
Keywords = {cluster validity
clustering
Fuzzy C-means},
Year = {1998} }
@article{
48,
Author = {Windham, Michael P.},
Title = {Cluster validity for the fuzzy c-means clustering algorithm},
Journal = {IEEE transactions on pattern analysis and machine intelligence},
Volume = {4},
Number = {4},
Pages = {357-363},
Keywords = {Fuzzy C-means
cluster validity
fuzzy clustering},
Year = {1982} }
@article{
124,
Author = {Xie, Xuanli Lisa and Beni, Gerardo},
Title = {A Validity measure for fuzzy clustering},
Journal = {IEEE transactions on pattern analysis and machine intelligence},
Volume = {13},
Number = {8},
Pages = {841-847},
Keywords = {cluster validity
Fuzzy C-means
clustering},
Year = {1991} }
@article{
199,
Author = {Yang, M.S},
Title = {A survey of fuzzy clustering},
Journal = {Mathematical and computer modeling},
Volume = {18},
Number = {11},
Pages = {1-16},
Keywords = {clustering
clustering technique
fuzzy clustering
Fuzzy C-means
cluster validity},
Year = {1993} }
@article{
665,
Author = {Yeung, K.Y. and Haynor, D.R. and Ruzzo, W.L.},
Title = {Validating clustering for gene expression data},
Journal = {Bioinformatics},
Volume = {17},
Number = {4},
Pages = {309-318},
Keywords = {clustering
gene data
cluster validity},
Year = {2001} }
@article{
186,
Author = {Zahid, N. and Limouri, M. and Essaid, A.},
Title = {A new cluster-validity for fuzzy clustering},
Journal = {Pattern Recognition},
Volume = {32},
Pages = {1089-1097},
Keywords = {fuzzy clustering
cluster validity
fuzzy separation},
Year = {1999} }
-----Original Message-----
From: Henry Bulley [mailto:[log in to unmask]]
Sent: maandag 22 september 2003 22:04
To: [log in to unmask]
Subject: cluster validation criteria
Hello,
Has anyone evaluated the performance of relative criteria with respect to
internal and external criteria in validating the outcome of cluster
analysis? I will also appreciate any pointers to credible literature
sources.
Henry
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