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Selectivity Estimation using Probabilistic Relational Models

, , and . Proceedings of the ACM Special Interest Group on Management of Data Conference (SIGMOD-01), Santa Barbara, CA, USA, (2001)

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SPOOK: A system for probabilistic object-oriented knowledge representation, , , and . Proc.\ Fifteenth Conf.\ on Uncertainty in Artificial Intelligence, page 541--550. Stockholm, Sweden, (1999)Using Probabilistic Models for Selectivity Estimation, , and . Proceedings of ACM SIGMOD International Conference on Management of Data, page 461--472. ACM Press, (2001)Understanding Tuberculosis Epidemiology using Probabilistic Relational Models, , , and . Journal of Artificial Intelligence in Medicine, (2004)Constructing flexible dynamic belief networks from first-order probabilistic knowledge bases, and . Proceedings of the European Conference on Symbolic and Quantitative Approaches to Reasoning and Uncertainty, (1995)Learning probabilistic relational models with Structural Uncertainty, , , and . Proceedings of the AAAI-2000 Workshop on Learning Statistical Models from Relational Data, page 13--20. (2000)Learning Probabilistic Models of Relational Structure, , , and . Proceedings of the Eighteenth International Conference on Machine Learning (ICML-01), page 170--177. Williamstown, MA, USA, Morgan Kaufmann, (2001)Rich Probabilistic Models for Gene Expression, , , , and . Bioinformatics, (2001)Module networks: identifying regulatory modules and their condition-specific regulators from gene expression data, , , , , , and . Nat Genet, 34 (2): 166-176 (June 2003)Probabilistic Graphical Models: Principles and Techniques - Adaptive Computation and Machine Learning, and . The MIT Press, (2009)Learning Probabilistic Relational Models, , , and . Relational Data Mining, S. Dzeroski and N. Lavrac, Eds., (2001)