Skip to content

publications

  • [2010,inproceedings] bibtex Go to document
    A. Karatzoglou, A. Smola, and M. Weimer, "Collaborative Filtering on a Budget," in Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics, 2010, pp. 389-396.
    @inproceedings{Karatzoglou:2010uq,
      author = {Alexandros Karatzoglou and Alex Smola and Markus Weimer},
      Booktitle = {Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics},
      Date-Added = {2010-05-26 13:25:59 -0700},
      Date-Modified = {2010-06-05 10:10:13 -0700},
      Editor = {Yee Whye Teh and Mike Titterington},
      Keywords = {myown},
      Pages = {389-396},
      Title = {Collaborative Filtering on a Budget},
      Url = {http://jmlr.csail.mit.edu/proceedings/papers/v9/karatzoglou10a/karatzoglou10a.pdf},
      Volume = {9},
      Year = {2010} }
  • [2010,inbook] bibtex
    A. Karatzoglou and M. Weimer, "Collaborative Preference Learning." Springer Verlag, 2010.
    @inbook{Weimer:2010vn,
      author = {Alexandros Karatzoglou and Markus Weimer},
      Booktitle = {Preference learning},
      Chapter = {(to appear)},
      Date-Added = {2009-12-27 16:59:06 -0800},
      Date-Modified = {2009-12-27 16:59:06 -0800},
      Keywords = {myown},
      Publisher = {Springer Verlag},
      Title = {Collaborative Preference Learning},
      Year = {2010} }
  • [2009,inproceedings] bibtex Go to document
    M. Weimer, A. Karatzoglou, and M. Bruch, "Maximum Margin Code Recommendation," in RecSys ’09: Proceedings of the 2009 ACM conference on Recommender systems, 2009.
    @inproceedings{Weimer:2009,
      author = {Markus Weimer and Alexandros Karatzoglou and Marcel Bruch},
      Booktitle = {RecSys '09: Proceedings of the 2009 ACM conference on Recommender systems},
      Date-Added = {2009-12-27 16:59:06 -0800},
      Date-Modified = {2009-12-27 17:20:46 -0800},
      Title = {Maximum Margin Code Recommendation},
      Url = {http://doi.acm.org/10.1145/1639714.1639775},
      Year = {2009},
      Bdsk-Url-1 = {http://doi.acm.org/10.1145/1639714.1639775} }
  • [2008,inproceedings] bibtex Go to document
    M. Weimer, A. Karatzoglou, and A. J. Smola, "Adaptive collaborative filtering," in RecSys ’08: Proceedings of the 2008 ACM conference on Recommender systems, New York, NY, USA, 2008, pp. 275-282.
    @inproceedings{Weimer:2008xy, Address = {New York, NY, USA},
      Author = {Markus Weimer and Alexandros Karatzoglou and Alexander J. Smola},
      Booktitle = {RecSys '08: Proceedings of the 2008 ACM conference on Recommender systems},
      Date-Added = {2009-12-27 16:59:06 -0800},
      Date-Modified = {2009-12-27 16:59:06 -0800},
      Doi = {http://doi.acm.org/10.1145/1454008.1454050},
      Isbn = {978-1-60558-093-7},
      Location = {Lausanne, Switzerland},
      Pages = {275--282},
      Publisher = {ACM},
      Title = {Adaptive collaborative filtering},
      Url = {http://portal.acm.org/ft_gateway.cfm?id=1454050&type=pdf&coll=Portal&dl=GUIDE&CFID=26251788&CFTOKEN=59678009},
      Year = {2008},
      Bdsk-Url-1 = {http://portal.acm.org/ft_gateway.cfm?id=1454050&type=pdf&coll=Portal&dl=GUIDE&CFID=26251788&CFTOKEN=59678009},
      Bdsk-Url-2 = {http://doi.acm.org/10.1145/1454008.1454050} }
  • [2008,inproceedings] bibtex Go to document
    M. Weimer, A. Karatzoglou, Q. V. Le, and A. J. Smola, "COFI RANK – Maximum Margin Matrix Factorization for Collaborative Ranking," in Advances in Neural Information Processing Systems 20, Cambridge, MA, 2008, pp. 1593-1600.
    @inproceedings{Weimer:2008ys, Address = {Cambridge, MA},
      Author = {Markus Weimer and Alexandros Karatzoglou and Quoc Viet Le and Alexander J. Smola},
      Booktitle = {Advances in Neural Information Processing Systems 20},
      Date-Added = {2009-12-27 16:59:06 -0800},
      Date-Modified = {2009-12-27 17:19:00 -0800},
      Editor = {J.C. Platt and D. Koller and Y. Singer and S. Roweis},
      Keywords = {myown, cofi},
      Pages = {1593--1600},
      Publisher = {MIT Press},
      Title = {COFI RANK - Maximum Margin Matrix Factorization for Collaborative Ranking},
      Url = {http://books.nips.cc/papers/files/nips20/NIPS2007_0612.pdf},
      Year = {2008},
      Bdsk-Url-1 = {http://books.nips.cc/papers/files/nips20/NIPS2007_0612.pdf} }
  • [2008,article] bibtex Go to document
    M. Weimer, A. Karatzoglou, and A. J. Smola, "Improving maximum margin matrix factorization," Machine Learning, vol. 72, iss. 3, pp. 263-276, 2008.
    @article{Weimer:2008zl, Abstract = {Abstract~~Collaborative filtering is a popular method for personalizing product recommendations. Maximum Margin Matrix Factorization (MMMF) has been proposed as one successful learning approach to this task and has been recently extended to structured ranking losses. In this paper we discuss a number of extensions to MMMF by introducing offset terms, item dependent regularization and a graph kernel on the recommender graph. We show equivalence between graph kernels and the recent MMMF extensions by Mnih and Salakhutdinov (Advances in Neural Information Processing Systems 20, 2008). Experimental evaluation of the introduced extensions show improved performance over the original MMMF formulation. },
      Author = {Markus Weimer and Alexandros Karatzoglou and Alexander J. Smola},
      Date-Added = {2009-12-27 16:59:06 -0800},
      Date-Modified = {2009-12-27 16:59:06 -0800},
      Journal = {Machine Learning},
      Keywords = {cofi, myown},
      M3 = {10.1007/s10994-008-5073-7},
      Number = {3},
      Pages = {263--276},
      Title = {Improving maximum margin matrix factorization},
      Ty = {JOUR},
      Url = {http://dx.doi.org/10.1007/s10994-008-5073-7},
      Volume = {72},
      Year = {2008},
      Bdsk-Url-1 = {http://dx.doi.org/10.1007/s10994-008-5073-7} }
  • [2008,inproceedings] bibtex Go to document
    M. Weimer, A. Karatzoglou, and A. J. Smola, "Improving Maximum Margin Matrix Factorization," in Machine Learning and Knowledge Discovery in Databases, 2008, pp. 14-14.
    @inproceedings{Weimer:2008lq,
      author = {Markus Weimer and Alexandros Karatzoglou and Alexander J. Smola},
      Booktitle = {Machine Learning and Knowledge Discovery in Databases},
      Date-Added = {2009-12-27 16:59:06 -0800},
      Date-Modified = {2010-06-05 10:12:20 -0700},
      Editor = {Walter Daelemans and Bart Goethals and Katharina Morik},
      Isbn = {978-3-540-87478-2},
      Keywords = {cofi, myown},
      Location = {Heidelberg},
      Pages = {14--14},
      Publisher = {Springer},
      Series = {LNAI},
      Title = {Improving Maximum Margin Matrix Factorization},
      Url = {http://www.springerlink.com/index/j4l77t2p7kujg86w.pdf},
      Volume = {5211},
      Year = {2008} }
  • [2007,inproceedings] bibtex Go to document
    M. Weimer, I. Gurevych, and M. Mühlhäuser, "Automatically Assessing the Post Quality in Online Discussions on Software," in Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics Companion Volume Proceedings of the Demo and Poster Sessions, Prague, Czech Republic, 2007, pp. 125-128.
    @inproceedings{Weimer:2007fk, Abstract = {Assessing the quality of user generated content is an important problem for many web forums. While quality is currently assessed manually, we propose an algorithm to assess the quality of forum posts automatically and test it on data provided by Nabble.com. We use state-of-the-art classification techniques and experiment with five feature classes: Surface, Lexical, Syntactic, Forum specific and Similarity features. We achieve a accuracy of $89\%$ on the task of automatically assessing post quality in the software domain using forum specific features. Without forum specific features, we achieve an accuracy of $82\%$.},
      Address = {Prague, Czech Republic},
      Author = {Weimer, Markus and Gurevych, Iryna and M{\"u}hlh{\"a}user, Max},
      Booktitle = {Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics Companion Volume Proceedings of the Demo and Poster Sessions},
      Date-Added = {2009-12-27 16:59:06 -0800},
      Date-Modified = {2009-12-27 16:59:06 -0800},
      Keywords = {myown, nlp},
      Month = {June},
      Pages = {125--128},
      Publisher = {Association for Computational Linguistics},
      Title = {Automatically Assessing the Post Quality in Online Discussions on Software},
      Url = {http://www.aclweb.org/anthology/P/P07/P07-2032},
      Year = {2007},
      Bdsk-Url-1 = {http://www.aclweb.org/anthology/P/P07/P07-2032} }
  • [2007,inproceedings] bibtex Go to document
    I. Gurevych, M. Mühlhäuser, C. Müller, J. Steimle, M. Weimer, and T. Zesch, "Darmstadt Knowledge Processing Repository Based on UIMA," in Proceedings of the First Workshop on Unstructured Information Management Architecture at Biannual Conference of the Society for Computational Linguistics and Language Technology, Tübingen, Germany, 2007.
    @inproceedings{GurevychEtal2007dkpro, Address = {T{\"u}bingen, Germany},
      Author = {Iryna Gurevych and Max M{\"u}hlh{\"a}user and Christof M{\"u}ller and J{\"u}rgen Steimle and Markus Weimer and Torsten Zesch},
      Booktitle = {Proceedings of the First Workshop on Unstructured Information Management Architecture at Biannual Conference of the Society for Computational Linguistics and Language Technology},
      Date-Added = {2009-12-27 16:59:06 -0800},
      Date-Modified = {2010-06-05 10:09:47 -0700},
      Keywords = {myown, nlp},
      Month = {April},
      Title = {{Darmstadt Knowledge Processing Repository Based on UIMA}},
      Url = {http://uima.apache.org/downloads/gldv/gldv07-uima-gurevych1.pdf},
      Year = {2007} }
  • [2007,inproceedings] bibtex
    M. Weimer and I. Gurevych, "Predicting the Perceived Quality of Web Forum Posts," in Proceedings of the Conference on Recent Advances in Natural Language Processing (RANLP), 2007, pp. 643-648.
    @inproceedings{Weimer:2007ai,
      author = {Markus Weimer and Iryna Gurevych},
      Booktitle = {Proceedings of the Conference on Recent Advances in Natural Language Processing (RANLP)},
      Date-Added = {2009-12-27 16:59:06 -0800},
      Date-Modified = {2009-12-27 16:59:06 -0800},
      Keywords = {myown, nlp},
      Pages = {643--648},
      Title = {Predicting the Perceived Quality of Web Forum Posts},
      Year = {2007} }