Get Advances in Knowledge Discovery and Data Mining, Part I: PDF

By Mohammed J. Zaki, Jeffrey Xu Yu, B. Ravindran, Vikram Pudi

ISBN-10: 3642136567

ISBN-13: 9783642136566

This booklet constitutes the lawsuits of the 14th Pacific-Asia convention, PAKDD 2010, held in Hyderabad, India, in June 2010.

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Additional info for Advances in Knowledge Discovery and Data Mining, Part I: 14th Pacific-Asia Conference, PAKDD 2010, Hyderabat, India, June 21-24, 2010, Proceedings

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Edu Abstract. Finding correlation clusters in the arbitrary subspaces of highdimensional data is an important and a challenging research problem. The current state-of-the-art correlation clustering approaches are sensitive to the initial set of seeds chosen and do not yield the optimal result in the presence of noise. To avoid these problems, we propose RObust SEedless Correlation Clustering (ROSECC) algorithm that does not require the selection of the initial set of seeds. Our approach incrementally partitions the data in each iteration and applies PCA to each partition independently.

In: Joint International Conference on Natural Computation and International Conference on Fuzzy Systems and Knowledge Discovery, vol. 1, pp. 3–13 (2008) 17. : Automatically determining the number of clusters in unlabeled data sets. IEEE Transactions on Knowledge and Data Engineering 21(3), 335–350 (2009) 18. : Clustering in ordered dissimilarity data. International Journal of Intelligent Systems 24(5), 504–528 (2009) 19. : Laplacian eigenmaps and spectral techniques for embedding and clustering.

Estimating the number of clusters in a dataset via the gap statistics. Journal of the Royal Statistical Society. Series B, Statistical Methodology 63(2), 411–423 (2001) 6. : A dendrite method for cluster analysis. Communications in Statistics 3(1), 1–27 (1974) 7. : Indices of partition fuzziness and the detection of clusters in large sets. Fuzzy Automata and Decision Processes (1976) 8. : VAT: A tool for visual assement of (cluster) tendency. In: International Joint Conference on Neural Networks, vol.

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Advances in Knowledge Discovery and Data Mining, Part I: 14th Pacific-Asia Conference, PAKDD 2010, Hyderabat, India, June 21-24, 2010, Proceedings by Mohammed J. Zaki, Jeffrey Xu Yu, B. Ravindran, Vikram Pudi


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