Ludovic Denoyer Homepage

Associate Professor - Maitre de conférences

 University Pierre et Marie Curie - LIP6 - UPMC
 4 Place Jussieu - 75005 PARIS
 Tel : +33 1 44 27 84 23
 Fax : +33 1 44 27 70 00
 ludovic[dot]denoyer[at]lip6[dot]fr

Research Interests and Selected Publications

• Classification with Reinforcement Learning
  • Text Classification: A Sequential Reading Approach. Gabriel Dulac-Arnold, Ludovic Denoyer and Patrick Gallinari. In ECIR, pages 411-423, 2011. (BIB)
  • Datum-Wise Classification: A Sequential Approach to Sparsity. Gabriel Dulac-Arnold, Philippe Preux, Ludovic Denoyer and Patrick Gallinari. In ECML/PKDD, 2011. (BIB)
• Structure Machine Learning with Reinforcement Learning
  • Structured Prediction with Reinforcement Learning. Francis Maes and Ludovic Denoyer and Patrick Gallinari. In Machine Learning Journal, 2009. (BIB)
  • Sequence Labelling with Reinforcement Learning and Ranking Algorithms. Maes, Francis, Denoyer, Ludovic and Gallinari, Patrick. In ECML (Shot paper), Varsaw, Poland, 2007. (BIB)
• Machine Learning for Social Networks
  • Iterative Multi-Label Multi-Relational Classification Algorithm for Complex Social Networks. Stephane Peters, Yann Jacob, Ludovic Denoyer and Patrick Gallinari. Journal of Social Network Analysis and Mining, 2011. (BIB)
  • Classification and Annotation in Social Corpora using Multiple Relations. Yann Jacob, Ludovic Denoyer and Patrick Gallinari. In CIKM, 2011. (BIB)
  • Temporal Link Prediction by Integrating Content and Structure Information. Sheng Gao, Ludovic Denoyer and Patrick Gallinari. In CIKM, 2011. (BIB)
• Machine Learning for Graphs and Sequences
  • SICA : Simulated Iterative Classification - A new larning method for graph labelling. Francis Maes, Stephane Peters, Ludovic Denoyer and Patrick Gallinari. In ECML PKDD 2009, 2009. (BIB)
  • Sequence Labelling with Reinforcement Learning and Ranking Algorithms. Maes, Francis, Denoyer, Ludovic and Gallinari, Patrick. In ECML (Shot paper), Varsaw, Poland, 2007. (BIB)
• XML Mining
  • The Wikipedia XML Corpus. Denoyer, Ludovic and Gallinari, Patrick. In Advances in XML Information Retrieval and Evaluation: Fifth Workshop of the INitiative for the Evaluation of XML Retrieval (INEX'06), Dagstuhl, Germany, 2007. (BIB)
  • Overview of the INEX 2009 XML Mining Track: Clustering and Classification of XML Documents. Richi Nayak, Christopher M. De Vries, Sangeetha Kutty, Shlomo Geva, Ludovic Denoyer and Patrick Gallinari. In INEX 2009, 2010. (BIB)

Publications

• Complete List
• Microsoft Academic Search
• Google Scholar
• ReaderMeter (Mendeley based)

Past Events

XML Document Mining Challenge

I am one of the organizers of the XML Document Mining Challenge. This challenge aims at comparing machine learning algorithms for the classification, clustering and structure mapping of XML Documents. This challenge is also a track of INEX 2005, INEX 2006, INEX 2007, INEX 2008 and INEX 2009.

Wikipedia XML Corpus

I have built the Wikipedia XML Corpus for research. This corpus can be used for classification, clustering, information retrieval, multimedia retrieval and machine translation.

Web Spam Challenge

I was one of the organizers of the Graph Labelling Challenge : Application to WebSpam detection

Graph Labelling Workshop

I was also one of the organizers of the Graph Labelling workshop at ECML/PKDD 2007