Members

Jérôme Callut

Contact Information

Jérôme Callut
PhD



Belgium

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Biography

Jérôme Callut

Previous Member



Publications

Article de périodique (Journal article)
2010
  • Faust, Karoline ; Dupont, Pierre ; Callut, Jerome ; van Helden, Jacques. Pathway discovery in metabolic networks by subgraph extraction. In: Bioinformatics, Vol. 26, no. 9, p. 1211-1218 (2010). doi:10.1093/bioinformatics/btq105. http://hdl.handle.net/2078.1/33919

  • Mantrach, Amin ; Yen, Luh ; Callut, Jerome ; Francoisse, Kevin ; Shimbo, Masashi ; Saerens, Marco. The Sum-over-Paths Covariance Kernel: A Novel Covariance Measure between Nodes of a Directed Graph. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 32, no. 6, p. 1112-1126 (2010). doi:10.1109/TPAMI.2009.78. http://hdl.handle.net/2078.1/34395

  • Communication à un colloque (Conference Paper)
    2008
  • Callut, Jérome ; Dupont, Pierre ; Saerens, Marco ; Françoisse, Kevin. Classification in Graphs using Discriminative Random Walks : Semi-supervised learning, large graphs, betweenness measure, passage times. 6th International Workshop on Mining and Learning with Graphs (MLG) (Helsinki, Finland, du 04/07/2008 au 05/07/2008). http://hdl.handle.net/2078/17748

  • Faust, Karoline ; Callut, Jérôme ; Dupont, Pierre ; van Helden, Jacques. Inference of pathways from metabolic networks by subgraph extraction. Second International Workshop on Machine Learning in Systems Biology (MLSB) (Brussel, Belgium, du 13/09/2008 au 14/09/2008). http://hdl.handle.net/2078.1/87497

  • Callut, Jérome ; Dupont, Pierre ; Saerens, Marco ; Françoisse, Kevin. Semi-supervised Classification in Graphs using Bounded Random Walks. 17th Annual Machine Learning Conference of Belgium and the Netherlands (Benelearn) (Liège, Belgium, du 18/05/2008 au 20/05/2008). http://hdl.handle.net/2078/17749

  • Callut, Jérome ; Françoisse, Kevin ; Dupont, Pierre ; Saerens, Marco. Semi-supervised classification from discriminative random walks. European Conference on Machine Learning (ECML 2008). In: Proceedings of the European Conference on Machine Learning, 2008. 978-3-540-87479-9, p. 162-177. http://hdl.handle.net/2078/121017

  • 2007
  • Faust, Karoline ; Dupont, Pierre ; Callut, Jérôme ; van Helden, Jacques. Inference of pathways from metabolic networks by subgraph extraction. Benelux bioinformatics conference BBC07 (Leuven, Belgium, du 12/11/2007 au 13/11/2007). http://hdl.handle.net/2078.1/87485

  • Callut, Jérôme ; Dupont, Pierre. Learning partially observable Markov models from first passage times. Machine Learning: ECML 2007. 18th European Conference on Machine Learning (Warsaw, Poland, du 17/09/2007 au 21/09/2007). In: Machine Learning: ECML 2007. Proceedings 18th European Conference onMachine Learning. (Lecture Notes in Artificial Intelligence vol. 4701), Springer-verlag, 2007. 3-540-74957-8, 91-103. http://hdl.handle.net/2078.1/67839

  • 2006
  • Callut, Jerome ; Dupont, Pierre. Sequence discrimination using phase-type distributions. 17th European Conference on Machine Learning (ECML 2006) (Berlin(Germany), Sep 18-22, 2006). In: Lecture Notes in Computer Science, Vol. 4212, p. 78-89 (2006). doi:10.1007/11871842_12. http://hdl.handle.net/2078.1/59753

  • 2005
  • Callut, Jérôme ; Dupont, Pierre. Séparateurs à vaste marge optimisant la fonction Fbeta. CAp 2005, Conférence d'Apprentissage (Nice, France, du 31/05/2005 au 03/06/2005). http://hdl.handle.net/2078.1/108973

  • Contribution à ouvrage collectif (Book Chapter)
    2008
  • Callut, Jérome ; Dupont, Pierre ; Saerens, Marco ; Françoisse, Kevin. Semi-supervised Classification from Discriminative Random Walks (Lecture Notes in Artificial Intelligence), Springer-Verlag, 2008. http://hdl.handle.net/2078/17997

  • Document de travail (Working Paper)
    2006
  • Dupont, Pierre ; Callut, Jérôme ; Dooms, Grégoire ; Monette, Jean-Noël ; Deville, Yves. Relevant subgraph extraction from random walks in a graph, 2006. 1-30 p. http://hdl.handle.net/2078.1/109752

  • 2005
  • Callut, Jérôme ; Dupont, Pierre. Learning hidden Markov models to fit long-term dependencies, 2005. 28 p. http://hdl.handle.net/2078.1/109549

  • Thèse (Dissertation)
    2007
  • Callut, Jérôme. First passage times dynamics in Markov Models with applications to HMM : induction, sequence classification and graph mining, prom. : Dupont, Pierre, 2007-10-12. http://hdl.handle.net/2078.1/5152