On Data Clustering Analysis: Scalability, Constraints and Validation

On Data Clustering Analysis: Scalability, Constraints and Validation (2002)

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by Osmar R. Zaïane , Andrew Foss , Chi-hoon Lee , Weinan Wang

Venue:	In Proceedings of the 6th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD
Citations:	8 - 2 self

BibTeX

@INPROCEEDINGS{Zaïane02ondata,
    author = {Osmar R. Zaïane and Andrew Foss and Chi-hoon Lee and Weinan Wang},
    title = {On Data Clustering Analysis: Scalability, Constraints and Validation},
    booktitle = {In Proceedings of the 6th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD},
    year = {2002},
    pages = {28--39}
}

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Abstract

this paper we discuss some very recent clustering approaches and recount our experience with some of these algorithms. We also present the problem of clustering in the presence of constraints and discuss the issue of clustering validation

Citations

2730	The self-organizing map - Kohonen - 1990
1306	M: Data Mining: Concepts and Techniques - Han, Kamber - 2001
1258	Some Methods for Classification and Analysis of Multivariate Observations - MacQueen - 1967
994	Finding Groups in Data: An Introduction to Cluster Analysis - Kaufman, Rousseeuw - 1990
797	A density-based algorithm for discovering clusters in large spatial databases with noise - Ester, Kriegel, et al. - 1996
503	Efficient and effective clustering methods for spatial data mining - Ng, Han - 1994
461	Automatic subspace clustering of high dimensional data - Agrawal, Gehrke, et al. - 2005
432	CURE: an efficient clustering algorithm for large databases - Guha, Rastogi, et al. - 1998
335	BIRCH: An Efficient Data Clustering Method for Very Large Databases - Zhang, Ramakrishnan, et al. - 1996
333	Koutroumbas K: Pattern recognition - Theodoridis - 2003
306	A Comparison of Document Clustering Techniques. KDD workshop on text mining - Steinbach, Karypis, et al. - 2000
262	ROCK: a robust clustering algorithm for categorical attributes - Guha, Rastogi, et al. - 1999
262	OPTICS: Ordering points to identify the clustering structure - Ankerst, Breunig, et al. - 1999
180	Unsupervised Optimal Fuzzy Clustering - Gath, Geva - 1989
168	Chameleon: A hierarchical clustering algorithm using dynamic modeling - Karypis, Han, et al. - 1999
147	Wavecluster: A multi-resolution clustering approach for very large spatial databases - Sheikholeslami, Chatterjee, et al. - 1998
141	G.: A Validity Measure for fuzzy Clustering - Xie, Beni - 1991
129	On Clustering Validation Techniques - Halkidi, Batistakis, et al. - 2001
116	Applied Multivariate Techniques - Sharma - 1996
109	Extensions to the k-means algorithm for clustering large data sets with categorical values - Huang - 1998
56	Clustering using monte carlo cross-validation - Smyth - 1996
47	A nonlinear mapping for data structure analysis - Jr, W - 1969
42	Constraint-based clustering in large databases - Tung, Han, et al. - 2001
28	Quality scheme assessment in the clustering process - Halkidi, Vazirgiannis, et al. - 2000
25	Spatial clustering in the presence of obstacles - TUNG, HOU, et al. - 2001
23	Cluster validation using graph theoretic concepts - Pal, Biswas - 1997
18	AutoClust: Automatic Clustering via Boundary Extraction for - Castro, Lee - 2000
16	AutoClust+: Automatic Clustering of Point-Data Sets - Castro, Lee - 2000
14	A non-parametric approach to web log analysis - Foss, Wang, et al. - 2001
4	Clustering Spatial Data in the Presence of Obstacles: a Density-Based Approach - Zaane, Lee - 2002
2	Data clustering analysis - from simple groupings to scalable clustering with constraints - Zaïane, Foss, et al. - 2002
1	TURN* unsupervised clustering of spatial data. submitted to - Foss, Zaïane - 2002
1	An algorithm for adaptive clustering and visualisation of highdimensional data sets - Schwenker, Kestler, et al. - 2000