Robust affinity propagation using preference estimation

20th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2012 - Poster Papers Proceedings

Volumn , Issue , 2012, Pages 11-14

  Yang, Kai Chao ^a   Yu, Chang Hsin ^a   Hung, Chen Jung ^a   Wang, Jia Shung ^a  

^a NATIONAL TSING HUA UNIVERSITY   (Taiwan)

Author keywords

Affinity propagation; Classification algorithms; Clustering method; Image classification

Indexed keywords

ALGORITHMS; CLUSTER ANALYSIS; COMPUTER GRAPHICS; COMPUTER VISION; IMAGE CLASSIFICATION; MOTION PICTURE EXPERTS GROUP STANDARDS;

AFFINITY PROPAGATION; CLASSIFICATION ALGORITHM; CLUSTERING METHODS; EXEMPLAR-BASED; IMAGE DATASETS; NUMBER OF CLUSTERS; OPTIMAL CLUSTERING; PRIORI KNOWLEDGE;

CLUSTERING ALGORITHMS;

EID: 84927165803     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. [Jou01a] Frey, B. J., and Dureck, D., Clustering by passing messages between data points. Science, Vol. 315, No. 5814, pp. 972-976, 2007.
2. [Con01a] Zhang, X., Gao, J., Lu, P., and Yan, Y., A novel speaker clustering algorithm via supervised affinity propagation, IEEE International Conference on Acoustics, Speech and Signal Processing, pp. 4369-4372, 2008.
3. [Con02a] Zhang, X., Wang, W., Nørvag, K., and Sebag, M., K-AP: generating specified K clusters by efficient affinity propagation, IEEE International Conference on Data Mining, pp. 1187-1192, 2010.
4. [Jou02a] Wang, K., Zhang, J., Li, D., Zhang, X., and Guo, T., Adaptive affinity propagation clustering, Acta Automatica Sinica, vol. 33, no. 12, pp. 1242-1246, 2007.
5. [Jou03a] Hubert, L., and Arabie, P., Comparing partitions, Journal of Classification, vol. 2, no. 1, pp.193-218, 1985.
6. [Jou04a] Davies, D.L., and Bouldin, D.W., A cluster separation measure, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 1, no. 2, pp. 224-227, 1979.
7. [Jou05a] Rousseeuw, P., Silhouettes: a graphical aid to the interpretation and validation of cluster analysis, Journal of Computational and Applied Mathematics, vol. 20, no. 1, pp. 53-65, 1987.
8. [Url01a] Preference and the Number of Clusters. Available: http://www.psi.toronto.edu/affinitypropagation/faq.html#clusters/
9. [Url02a] UK benchmark database. Available: http://vis.uky.edu/-stewe/ukbench/