On Clustering Validation Techniques

2001 · Journal of Intelligent Information Systems · 2,674 citations · 4 from inside this corpus

Maria Halkidi, Yannis Batistakis low, Michalis Vazirgiannis

No abstract in the source record.

13 of 13 neighbouring works in this corpus. Blue is what this paper cites; orange is what cites it, and a dashed line is one neighbour citing another. Only the largest labels are drawn — every node carries its full title on hover.

this paper works it cites works citing it node size = global citations · hover for the full title

What this paper cites, inside the corpus

Paper	Year	Cited
Data clustering	1999	13,263
A Cluster Separation Measure	1979	9,060
FCM: The fuzzy c-means clustering algorithm	1984	6,661
BIRCH	1996	3,918
An Examination of Procedures for Determining the Number of Clusters in a Data Set	1985	3,889
A validity measure for fuzzy clustering	1991	3,401
BIRCH	1996	2,075
Unsupervised optimal fuzzy clustering	1989	1,646
Rock: A robust clustering algorithm for categorical attributes	2000	1,487

What cites it, inside the corpus

Paper	Year	Cited
Unsupervised K-Means Clustering Algorithm	2020	2,240
Algorithms for hierarchical clustering: an overview	2011	1,876
NbClust: An R Package for Determining the Relevant Number of Clusters in a Data Set	2014	1,606
An extensive comparative study of cluster validity indices	2012	1,400

Links

DOI · OpenAlex record

Topics

Advanced Clustering Algorithms Research	Computer Science
Data Mining Algorithms and Applications	Computer Science
Data Management and Algorithms	Computer Science

Is this record sound?

complete

Nothing in this record contradicts itself and no field we check is missing.

supports3 author record(s) attached.
supports37 reference(s) recorded.
neutralThe DOI carries no year to check against.
supportsA title is present.

Provenance

Everything above was read from one stored OpenAlex payload, fetched 2026-09-04T03:58:48+00:00.

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