A cluster validity approach based on nearest-neighbor resampling

Proceedings - International Conference on Pattern Recognition

Volumn 1, Issue , 2006, Pages 892-895

  Möller, Ulrich ^a   Radke, Dörte ^a  

^a HANS KNÖLL INSTITUTE   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CLUSTER VALIDITY APPROACH; PARTITION STABILITY; VALIDATION STRATEGIES;

BENCHMARKING; DATABASE SYSTEMS; GENE EXPRESSION; PROBLEM SOLVING; SAMPLING; UNSUPERVISED LEARNING;

CLUSTERING ALGORITHMS;

EID: 34047229163     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICPR.2006.42     Document Type: Conference Paper

References (9)

1. S. Theodoridis and K. Koutroumbas, Pattern recognition, San Diego: Academic Press, 1999.
2. S. Dudoit and J. Fridlyand, A prediction-based resampling method for estimating the number of clusters in a dataset, Genome Biol 3 (2002), RESEARCH0036.
3. C.E. Lunneborg, Data analysis by resampling - concepts and applications, Pacific Grove: Duxbury Press, 2000.
4. S. Dudoit and J. Fridlyand, Bagging to improve the accuracy of a clustering procedure, Bioinformatics 19, 2003, pp. 1090-1099
5. S. Monti, P. Tamayo, J. Mesirov, and T. Golub, "Consensus clustering: A resampling-based method for class discovery and visualization of gene expression microarray data", Machine Learning 52, 2003, pp. 91-118.
6. M. Bittner et al. (24 co-authors), "Molecular classification of cutaneous malignant melanoma by gene expression profiling", Nature 406 (2000), 536-540.
7. U. Möller and Dörte Radke, "Performance of data resampling methods based on clustering", to appear in Intelligent Data Analysis 10(2), 2006.
8. A.C. Davison, D.V. Hinkley, and G.A. Young, "Recent developments in bootstrap methodology", Statistical Science 18, 2003, pp. 141-157.
9. T. Brandsma and T.A. Buishand, "Simulation of extreme precipitation in the Rhine basin by nearest-neighbour resampling", Hydrology and Earth System Sciences 2, 1998, 195-209.