Celine Brouard

Research outputs

  1. 2019
  2. Published

    Improved Small Molecule Identification through Learning Combinations of Kernel Regression Models

    Brouard, C., Basse, A., d'Alche-Buc, F. & Rousu, J., Aug 2019, In : METABOLITES. 9, 8, 14 p., 160.

    Research output: Contribution to journalArticleScientificpeer-review

  3. 2018
  4. Published

    Liquid-chromatography retention order prediction for metabolite identification

    Bach, E., Szedmak, S., Brouard, C., Boecker, S. & Rousu, J., 1 Sep 2018, In : Bioinformatics. 34, 17, p. 875-883 9 p.

    Research output: Contribution to journalArticleScientificpeer-review

  5. 2017
  6. Published

    Magnitude-Preserving Ranking for Structured Outputs

    Brouard, C., Bach, E., Böcker, S. & Rousu, J., 3 Nov 2017, Proceedings of the Ninth Asian Conference on Machine Learning. Zhang, M-L. & Noh, Y-K. (eds.). p. 407-422 16 p. (Proceedings of Machine Learning Research; vol. 77).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  7. Published

    Critical Assessment of Small Molecule Identification 2016: automated methods

    Schymanski, E. L., Ruttkies, C., Krauss, M., Brouard, C., Kind, T., Dührkop, K., Allen, F., Vaniya, A., Verdegem, D., Böcker, S. & 7 othersRousu, J., Shen, H., Tsugawa, H., Sajed, T., Fiehn, O., Ghesquière, B. & Neumann, S., 27 Mar 2017, In : JOURNAL OF CHEMINFORMATICS. 9, 1, 22.

    Research output: Contribution to journalArticleScientificpeer-review

  8. 2016
  9. Published

    Soft Kernel Target Alignment for Two-stage Multiple Kernel Learning

    Shen, H., Szedmak, S., Brouard, C. & Rousu, J., Oct 2016, Discovery Science: 19th International Conference, DS 2016, Bari, Italy, October 19–21, 2016, Proceedings. Calders, T., Ceci, M. & Malerba, D. (eds.). 1 ed. Springer International Publishing, Vol. 9956. p. 427-441 (Lecture Notes in Artificial Intelligence; vol. 9956).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  10. Published

    Machine learning of protein interactions in fungal secretory pathways

    Kludas, J., Arvas, M., Castillo, S., Pakula, T., Oja, M., Brouard, C., Jäntti, J., Penttilä, M. & Rousu, J., 1 Jul 2016, In : PloS one. 11, 7, p. 1-20 20 p., e0159302.

    Research output: Contribution to journalArticleScientificpeer-review

  11. Published

    Fast metabolite identification with Input Output Kernel Regression

    Brouard, C., Shen, H., Dührkop, K., d'Alché-Buc, F., Böcker, S. & Rousu, J., 15 Jun 2016, In : Bioinformatics. 32, 12, p. 28-36

    Research output: Contribution to journalArticleScientificpeer-review

  12. Published

    Input Output Kernel Regression: supervised and semi-supervised structured output prediction with operator-valued kernels

    Brouard, C., Szafranski, M. & d'Alché-Buc, F., 2016, In : Journal of Machine Learning Research. 17, 176, p. 1-48 48 p.

    Research output: Contribution to journalArticleScientificpeer-review

ID: 44632