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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)

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Learning Associative Markov Networks, , and . Proceedings of the Twenty-first International Conference on Machine Learning (ICML-04), page 102--110. Banff, Alberta, Canada, (July 2004)Probabilistic Clustering in Relational Data, , and . Seventeenth International Joint Conference on Artificial Intelligence (IJCAI-01), page 870--877. Seattle, Washington, USA, Morgan Kaufmann, (2001)Structured Prediction, Dual Extragradient and Bregman Projections, , and . Journal of Machine Learning Research, (2006)Max-Margin Markov Networks, , and . Advances in Neural Information Processing Systems, 16, Vancouver, Canada, The MIT Press, (2004)(Proceedings of NIPS-03, December 8-13, 2003, Vancouver and Whistler, British Columbia, Canada).Probabilistic Models of Text and Link Structure for Hypertext Classification, , , and . Workshop Notes of IJCAI-01 Workshop on `Text Learning: Beyond Supervision', Washington, USA, (2001)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)Relational Markov Networks, , , and . Introduction to Statistical Relational Learning, MIT Press, (2007)Introduction to Statistical Relational Learning, and . MIT Press, (2007)Statistical Models for Relational Data, , and . Workshop Notes of the KDD-02 Worshop on Multi-Relational Data Mining (MRDM-02), (2002)Using Probabilistic Models for Selectivity Estimation, , and . Proceedings of ACM SIGMOD International Conference on Management of Data, page 461--472. ACM Press, (2001)