Archived Publications (Latest: https://linqs.github.io/linqs-website/publications/)

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2014
B. London, Huang, B., Taskar, B., and Getoor, L., “PAC-Bayesian Collective Stability”, in Proceedings of the 17th International Conference on Artificial Intelligence and Statistics, 2014.PDF icon london-aistats14.pdf (490.14 KB)
2013
B. London, Huang, B., Taskar, B., and Getoor, L., “Collective Stability in Structured Prediction: Generalization from One Example”, in ICML, 2013.PDF icon london-icml13.pdf (373.82 KB)
B. Huang, London, B., Taskar, B., and Getoor, L., “Empirical Analysis of Collective Stability”, in ICML Workshop on SLG, 2013.PDF icon huang-slg13.pdf (237.81 KB)
B. London, Huang, B., Taskar, B., and Getoor, L., “PAC-Bayes Generalization Bounds for Randomized Structured Prediction”, in NIP Workshop on Perturbation, Optimization and Statistics, 2013.PDF icon london-nips13ws.pdf (205.57 KB)
2007
D. Koller, Friedman, N., Getoor, L., and Taskar, B., Graphical Models in a Nutshell, 1st ed., vol. 1. MIT Press, 2007, p. 13--55.PDF icon koller-book07.pdf (513.11 KB)
D. Koller, Friedman, N., Getoor, L., and Taskar, B., Graphical Models in a Nutshell, 1st ed., vol. 1. MIT Press, 2007, p. 13--55.PDF icon koller-book07.pdf (513.11 KB)
L. Getoor and Taskar, B., Introduction to Statistical Relational Learning. The MIT Press, 2007.
L. Getoor, Friedman, N., Koller, D., Pfeffer, A., and Taskar, B., Probabilistic Relational Models, 1st ed., vol. 1. MIT Press, 2007, p. 129--174.PDF icon getoor-book07.pdf (648.15 KB)
L. Getoor, Friedman, N., Koller, D., Pfeffer, A., and Taskar, B., Probabilistic Relational Models, 1st ed., vol. 1. MIT Press, 2007, p. 129--174.PDF icon getoor-book07.pdf (648.15 KB)
2002
L. Getoor, Friedman, N., Koller, D., and Taskar, B., “Learning Probabilistic Models of Link Structure”, Journal of Machine Learning Research, vol. 3, p. 679- -707, 2002.PDF icon jmlr02.pdf (502.22 KB)
2001
L. Getoor, Friedman, N., Koller, D., and Taskar, B., “Learning Probabilistic Models of Relational Structure”, in Proceedings of International Conference on Machine Learning (ICML), 2001.PDF icon icml01.pdf (157.91 KB)
L. Getoor, Segal, E., Taskar, B., and Koller, D., “Probabilistic Models of Text and Link Structure for Hypertext Classification”, in IJCAI Workshop on Text Learning: Beyond Supervision, 2001.PDF icon ijcai01-ws.pdf (127.03 KB)
L. Getoor, Koller, D., and Taskar, B., “Selectivity estimation using probabilistic relational models”, in Proceedings of ACM-SIGMOD 2001 International Conference on Management of Data, 2001.PDF icon sigmod01.pdf (471.72 KB)
2000
L. Getoor, Koller, D., Taskar, B., and Friedman, N., “Learning Probabilistic Relational Models with Structural Uncertainty”, in Proceedings of the AAAI Workshop on Learning Statistical Models from Relational Data, 2000.