Publikationen

Larger Residuals, Less Work: Active Document Scheduling for Latent Dirichlet Allocation

In: Dimitrios Gunopulos; Thomas Hofmann; Donato Malerba; Michalis Vazirgiannis (Hrsg.). Machine Learning and Knowledge Discovery in Databases - European Conference. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD-2011), September 5-9, Athens, Greece, Pages 475-490, Lecture Notes in Computer Science, Vol. 6913, Springer, 2011.

Babak Ahmadi; Salah Zayakh; Fabian Hadiji; Kristian Kersting

O Scientist, Where Art Thou? Affiliation Propagation for Geo-Referencing Scientific Publications

In: Myra Spiliopoulou; Andreas Nürnberger; René Schult (Hrsg.). Report of the symposium "Lernen, Wissen, Adaptivität 2011" of the GI special interest groups KDML, IR and WM. GI-Workshop-Tage "Lernen, Wissen, Adaptivität" (LWA-2011), September 28-30, Pages 133-136, Fakultät für Informatik, Otto-von-Guericke-Universität Magdeburg, 2011.

Babak Ahmadi; Martin Mladenov; Kristian Kersting; Scott Sanner

On Lifted PageRank, Kalman Filter and Towards Lifted Linear Program Solving

In: Myra Spiliopoulou; Andreas Nürnberger; René Schult (Hrsg.). Report of the symposium "Lernen, Wissen, Adaptivität 2011" of the GI special interest groups KDML, IR and WM. GI-Workshop-Tage "Lernen, Wissen, Adaptivität" (LWA-2011), September 28-30, Pages 35-42, Fakultät für Informatik, Otto-von-Guericke-Universität Magdeburg, 2011.

Fabian Hadiji; Babak Ahmadi; Kristian Kersting

Efficient Sequential Clamping for Lifted Message Passing

In: Joscha Bach; Stefan Edelkamp (Hrsg.). KI 2011: Advances in Artificial Intelligence, 34th Annual German Conference on AI, Proceedings. German Conference on Artificial Intelligence (KI-2011), October 4-7, Berlin, Germany, Pages 122-133, Lecture Notes in Computer Science, Vol. 7006, Springer, 2011.

Babak Ahmadi; Kristian Kersting; Scott Sanner

Multi-Evidence Lifted Message Passing, with Application to PageRank and the Kalman Filter

In: Toby Walsh (Hrsg.). IJCAI 2011, Proceedings of the 22nd International Joint Conference on Artificial Intelligence. International Joint Conference on Artificial Intelligence (IJCAI-2011), July 16-22, Barcelona, Spain, Pages 1152-1158, IJCAI/AAAI, 2011.

Zhao Xu; Kristian Kersting

Multi-task Learning with Task Relations

In: Diane J. Cook; Jian Pei; Wei Wang; Osmar R. Zaïane; Xindong Wu (Hrsg.). 11th IEEE International Conference on Data Mining. IEEE International Conference on Data Mining (ICDM-2011), December 11-14, Vancouver, BC, Canada, Pages 884-893, IEEE Computer Society, 2011.

Tushar Khot; Sriraam Natarajan; Kristian Kersting; Jude W. Shavlik

Learning Markov Logic Networks via Functional Gradient Boosting

In: Diane J. Cook; Jian Pei; Wei Wang; Osmar R. Zaïane; Xindong Wu (Hrsg.). 11th IEEE International Conference on Data Mining. IEEE International Conference on Data Mining (ICDM-2011), December 11-14, Vancouver, BC, Canada, Pages 320-329, IEEE Computer Society, 2011.

Christian Thurau; Kristian Kersting; Mirwaes Wahabzada; Christian Bauckhage

Convex non-negative matrix factorization for massive datasets

In: Knowledge and Information Systems (KAIS), Vol. 29, No. 2, Pages 457-478, Springer, 2011.

Mirwaes Wahabzada; Kristian Kersting; Anja Pilz; Christian Bauckhage

More influence means less work: fast latent dirichlet allocation by influence scheduling

In: Craig Macdonald; Iadh Ounis; Ian Ruthven (Hrsg.). Proceedings of the 20th ACM Conference on Information and Knowledge Management. ACM International Conference on Information and Knowledge Management (CIKM-2011), October 24-28, Glasgow, United Kingdom, Pages 2273-2276, ACM, 2011.

Marion Neumann; Babak Ahmadi; Kristian Kersting

Markov Logic Sets: Towards Lifted Information Retrieval Using PageRank and Label Propagation

In: Wolfram Burgard; Dan Roth (Hrsg.). Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence (AAAI-2011), August 7-11, San Francisco, CA, USA, Pages 447-452, AAAI Press, 2011.