Publications

• K. Kersting, Z. Xu. Learning Preferences with Hidden Common Cause Relations. In W. Buntine, M. Grobelnik, D. Mladenic, J. Shawe-Taylor, editor(s), Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 09), LNAI, Bled, Slovenia, Sept. 7-11 2009. Springer. [ draft | wordle | BibTeX ]
• Z. Xu, V. Tresp, A. Rettinger, K. Kersting. Social Network Mining with Nonparametric Relational Models. In H. Zhang, M. Smith, L. Giles, J. Yen, editor(s), Advances in Social Network Mining and Analysis, LNCS, Springer, 2009. [ BibTeX ]
• Z. Xu, K. Kersting, V. Tresp. Multi-Relational Learning with Gaussian Processes. Proceedings of the 21st International Joint Conference on Artificial Intelligence (IJCAI-09), Pasadena, CA, USA, July 2009. [ BibTeX ]
• Z. Xu, K. Kersting, V. Tresp. Gaussian Process Models for Colored Graphs. NIPS 2008 Workshop on Analyzing Graphs: Theory and Applications, Whistler, BC, Canada, December 2008. [ BibTeX ]
• Z. Xu, V. Tresp, S. Yu, K. Yu, H.-P. Kriegel. Fast Inference in Infinite Hidden Relational Models. Proceedings of the 5th International Workshop on Mining and Learning with Graphs (MLG 2007), Firenze, Italy, August 2007. [ BibTeX ]
• Z. Xu, V. Tresp, K. Yu, H.-P. Kriegel. Infinite Hidden Relational Models. Proceedings of the 22nd Conference on Uncertainty in Artificial Intelligence (UAI 2006), Cambridge, MA, USA, July 2006. [ BibTeX ]
• K. Yu, W. Chu, S. Yu, V. Tresp, Z. Xu. Stochastic Relational Models for Discriminative Link Prediction. Proceedings of the 20th Annual Conference on Neural Information Processing Systems (NIPS 2006), page 1553-1560. Vancouver, BC, Canada, December 2006. [ BibTeX ]
• Z. Xu, V. Tresp, K. Yu, H.-P. Kriegel. Learning Infinite Hidden Relational Models. Proceedings of the Workshop on Statistical Relational Learning (SRL 2006) at ICML 2006, Pittsburgh, PA, USA, June 2006. [ BibTeX ]
• Z. Xu, V. Tresp, K. Yu, S. Yu, H.-P. Kriegel. Dirichlet Enhanced Relational Learning. Proceedings of the 22nd International Conference on Machine Learning (ICML 2005), page 1004-1011. Bonn, Germany, August 2005. [ BibTeX ]
• Z. Xu, X. Xu, K. Yu, V. Tresp. A Hybrid Relevance-Feedback Approach to Text Retrieval. Proceedings of the 25th European Conference on Information Retrieval Research (ECIR 2003), volume 2633 of LNCS, page 281-293. Pisa, Italy, April 2003. Springer. [ BibTeX ]
• K. Yu, W. Ma, V. Tresp, Z. Xu, X. He, H. Zhang, H.-P. Kriegel. Knowing a Tree from the Forest: Art Image Retrieval Using a Society of Profiles. Proceedings of the 11th ACM International Conference on Multimedia (ACM Multimedia 2003), page 622-631. Berkeley, CA, USA, November 2003. [ BibTeX ]
• Z. Xu, K. Yu, V. Tresp, X. Xu, J. Wang. Representative Sampling for Text Classification Using Support Vector Machines. Proceedings of the 25th European Conference on Information Retrieval Research (ECIR 2003), volume 2633 of LNCS, page 393-407. Pisa, Italy, April 2003. Springer. [ BibTeX ]