TY - JOUR AU - Sim, Kelvin AU - Gopalkrishnan, Vivekanand AU - Chua, Hon AU - Ng, See-Kiong T1 - MACs: Multi-Attribute Co-clusters with High Correlation Information JO - Machine Learning and Knowledge Discovery in Databases PY - 2009/ VL - IS - SP - 398 EP - 413 UR - http://dx.doi.org/10.1007/978-3-642-04174-7_26 M3 - KW - 2009 KW - clustering KW - co-clustering KW - ecml KW - pkdd L1 - SN - N1 - N1 - AB - In many real-world applications that analyze correlations between two groups of diverse entities, each group of entities can

be characterized by multiple attributes. As such, there is a need to co-cluster multiple attributes’ values into pairs of highly correlated clusters. We denote this co-clustering problem as the multi-attribute co-clustering problem. In this paper, we introduce a generalization of the mutual information between two attributes into mutual informationbetween two attribute sets. The generalized formula enables us to use correlation information to discover multi-attribute co-clusters (MACs). We develop a novel algorithm MACminer to mine MACs with high correlation information from datasets. We demonstrate the miningefficiency of MACminer in datasets with multiple attributes, and show that MACs with high correlation information have higherclassification and predictive power, as compared to MACs generated by alternative high-dimensional data clustering and patternmining techniques. ER - TY - CONF AU - Shan, Hanhuai AU - Banerjee, Arindam A2 - T1 - Bayesian Co-clustering. T2 - ICDM PB - IEEE Computer Society CY - PY - 2008/ M2 - VL - IS - SP - 530 EP - 539 UR - http://dblp.uni-trier.de/db/conf/icdm/icdm2008.html#ShanB08 M3 - KW - bayesian KW - clustering KW - co-clustering KW - lda L1 - SN - N1 - N1 - AB - ER - TY - CONF AU - Shafiei, M. Mahdi AU - Milios, Evangelos E. A2 - T1 - Latent Dirichlet Co-Clustering T2 - ICDM '06: Proceedings of the Sixth International Conference on Data Mining PB - IEEE Computer Society CY - Washington, DC, USA PY - 2006/ M2 - VL - IS - SP - 542 EP - 551 UR - M3 - http://dx.doi.org/10.1109/ICDM.2006.94 KW - clustering KW - co-clustering KW - lda KW - models KW - topic L1 - SN - 0-7695-2701-9 N1 - N1 - AB - ER - TY - CONF AU - Dhillon, I. S. AU - Mallela, S. AU - Modha, D. S. A2 - T1 - Information-Theoretic Co-Clustering T2 - Proceedings of The Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining(KDD-2003) PB - CY - PY - 2003/ M2 - VL - IS - SP - 89 EP - 98 UR - /brokenurl#citeseer.ist.psu.edu/dhillon03informationtheoretic.html M3 - KW - clustering KW - co-clustering KW - dhillon KW - information KW - theory KW - toread L1 - SN - N1 - N1 - AB - ER -