Archivi tag: uncertain data

Be certain of how-to before mining uncertain data @PKDD14

F. Gullo, G. Ponti, A. Tagarelli. Be certain of how-to before mining uncertain data. The 2014 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) Nectar Track. Nancy, France, September 15-19, 2014.

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Minimizing the variance of cluster mixture models for clustering uncertain objects

F. Gullo, G. Ponti, A. Tagarelli. Minimizing the variance of cluster mixture models for clustering uncertain objects. Statistical Analysis and Data Mining (SAM) 6(2):116-135, 2013. Online First: November 19, 2012.

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Uncertain Centroid based Partitional Clustering of Uncertain Data

F. Gullo, A. Tagarelli. Uncertain Centroid based Partitional Clustering of Uncertain Data. Proceedings of the VLDB Endowment (ACM), 5(7):610-621, 2012. PDF

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Minimizing the Variance of Cluster Mixture Models for Clustering Uncertain Objects

F. Gullo, G. Ponti, A. Tagarelli.¬†Minimizing the Variance of Cluster Mixture Models for Clustering Uncertain Objects.¬†10th IEEE International Conference on Data Mining (ICDM ’10), pp. 839-844. Sydney, Australia, December 14-17, 2010.

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Hierarchical Clustering of Microarray Data with Probe-level Uncertainty

F. Gullo, G. Ponti, A. Tagarelli, G. Tradigo, P. Veltri. Hierarchical Clustering of Microarray Data with Probe-level Uncertainty. 22nd IEEE International Symposium on Computer-Based Medical Systems (CBMS ’09). Albuquerque, New Mexico, USA, August 3-4, 2009. PDF

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Information-Theoretic Hierarchical Clustering of Uncertain Data

F. Gullo, G. Ponti, A. Tagarelli, S. Greco. Information-Theoretic Hierarchical Clustering of Uncertain Data. 17th Italian Symposium on Advanced Database Systems (SEBD ’09), pp. 273-280. Camogli (Genova), Italy, June 21-24, 2009.

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A Hierarchical Algorithm for Clustering Uncertain Data via an Information-Theoretic Approach

F. Gullo, G. Ponti, A. Tagarelli, S. Greco. A Hierarchical Algorithm for Clustering Uncertain Data via an Information-Theoretic Approach. 8th IEEE International Conference on Data Mining (ICDM ’08), pp. 821-826. Pisa, Italy, December 15-19, 2008.

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Clustering Uncertain Data Via K-Medoids

F. Gullo, G. Ponti, A. Tagarelli. Clustering Uncertain Data Via K-Medoids. 2nd International Conference on Scalable Uncertainty Management (SUM ’08), pp. 229-242, LNAI 5291. Naples, Italy, October 1-3, 2008.

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