Weighted cluster ensemble using a Kernel consensus function

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5197 LNCS, Issue , 2008, Pages 195-202

  Vega Pons, Sandro ^a   Correa Morris, Jyrko ^a   Ruiz Shulcloper, José ^a  

^a ADVANCED TECHNOLOGIES APPLICATION CENTER   (Cuba)

Author keywords

Cluster ensemble; Consensus function; Graph kernel

Indexed keywords

CLUSTER ANALYSIS; FEATURE EXTRACTION; FLOW OF SOLIDS; GRAPH THEORY; IMAGE ANALYSIS; PATTERN RECOGNITION; PROBABILITY DENSITY FUNCTION;

CLUSTER ENSEMBLE; CLUSTER ENSEMBLES; CONSENSUS FUNCTION; CONSENSUS FUNCTIONS; DATA CLUSTERING; GRAPH KERNEL; KERNEL FUNCTIONS; NEW APPROACHES; REAL DATABASES;

CLUSTERING ALGORITHMS;

EID: 55349084078     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-85920-8_24     Document Type: Conference Paper

References (11)

1. Jain, A.K., Law, M.H.C.: Data Clustering: A User's Dilemma. In: Pal, S.K., Bandyopadhyay, S., Biswas, S. (eds.) PReMI 2005. LNCS, vol. 3776, pp. 1-10. Springer, Heidelberg (2005)
2. Jain, A.K., Murty, M.N., Flynn, P.J.: Data Clustering: A Review. ACM Computing Surveys (CSUR) 31(3), 264-323 (1999)
3. Fred, A., Jain, A.K.: Data Clustering Using Evidence Accumulation. In: Proc. of the 16th Intel Conference on Pattern Recognition, ICPR 2002, pp. 276-280. Quebec City (2002)
4. Strehl, A., Ghosh, J.: Cluster Ensembles - A Knowledge Reuse Framework for Combining Multiple Partitions. Journal of Machine Learning Research 3, 583-617 (2002)
5. Topchy, A., Jain, A.K., Punch, W.: Clustering Ensembles: Models of Consensus and Weak Partitions. IEEE Transactions on Pattern Analysis and Machine Intelligence 27(12), 1866-1881 (2005)
6. Cover, T.M., Thomas, J.A.: Elements of Information Theory. John Wiley & Sons, Inc., New York (2006)
7. Topchy, A.P., Law, M.H.C., Jain, A.K., Fred, A.L.: Analysis of Consensus Partition in Cluster Ensemble. In: International Conference on Data Mining, pp. 225-232 (2006)
8. Kuncheva, L.I., Hadjitodorov, S.T., Todorova, L.P.: Experimental Comparison of Cluster Ensemble Methods. In: 9th International Conference on Information Fusion, pp. 1-7 (2006)
9. Gorder, A., Filkov, V.: Consensus Clustering: Comparison and Refinement. In: Proceedings of ALENEX, pp. 109-117 (2008)
10. Kashima, H., Tsuda, K., Inokuchi, A.: Marginalized Kernels Between Labeled Graphs. In: Proc. of the Twentieth Int. Conf. on Machine Learning (2003)
11. Bakir, G.H., Zien, A., Tsuda, K.: Learning to Find Graph Pre-Images. In: Rasmussen, C.E., Bülthoff, H.H., Schölkopf, B., Giese, M.A. (eds.) DAGM 2004. LNCS, vol. 3175, pp. 253-261. Springer, Heidelberg (2004)