Members

Baptiste Feraud

Contact Information

Baptiste Feraud
PhD Student
UCL / SSH / IMMAQ / ISBA
Voie du Roman Pays 20 bte L1.04.01
1348 Louvain-la-Neuve
Belgium

Office: CV9 C.118 (1st floor)
Phone: +32 10 47 30 53
Email: baptiste [period] feraud [snail] uclouvain [period] be
Personal home page

Biography

Baptiste Feraud



Publications

Article de périodique (Journal article)
2020
  • Féraud, Baptiste ; Martineau, Estelle ; Leenders, Justine ; Govaerts, Bernadette ; de Tullio, Pascal ; Giraudeau, Patrick. Combining rapid 2D NMR experiments with novel pre-processing workflows and MIC quality measures for metabolomics. In: Metabolomics, Vol. 16, no.4 (2020). doi:10.1007/s11306-020-01662-6. http://hdl.handle.net/2078.1/230906

  • 2019
  • Feraud, Baptiste ; Leenders, Justine ; Martineau, Estelle ; Giraudeau, Patrick ; Govaerts, Bernadette ; de Tullio, Pascal. Two data pre-processing workflows to facilitate the discovery of biomarkers by 2D NMR metabolomics. In: Metabolomics, Vol. 15, no. 63 (2019). doi:10.1007/s11306-019-1524-3. http://hdl.handle.net/2078.1/215784

  • 2017
  • Thiel, Michel ; Feraud, Baptiste ; Govaerts, Bernadette. ASCA+ and APCA+: Extensions of ASCA and APCA in the analysis of unbalanced multifactorial designs. In: Journal of Chemometrics, Vol. 31, no. 6, p. 13 (2017). doi:10.1002/cem.2895. http://hdl.handle.net/2078.1/185670

  • Feraud, Baptiste ; Munaut, Carine ; Martin, Manon ; Verleysen, Michel ; Govaerts, Bernadette. Combining strong sparsity and competitive predictive power with the L-sOPLS approach for biomarker discovery in metabolomics. In: Metabolomics, Vol. 13, no. 130, p. 15 (2017). doi:10.1007/s11306-017-1275-y. http://hdl.handle.net/2078.1/189217

  • Feraud, Baptiste ; Rousseau, Rejane ; Tullio, Pascal de ; Verleysen, Michel ; Govaerts, Bernadette. Independent Component Analysis and Statistical Modelling for the Identification of Metabolomics Biomarkers in 1H-NMR Spectroscopy. In: Journal of Biometrics & Biostatistics, Vol. 8, no. 4 (2017). doi:10.4172/2155-6180.1000367. http://hdl.handle.net/2078.1/213351

  • 2015
  • Feraud, Baptiste ; Govaerts, Bernadette ; Verleysen, Michel ; de Tullio, Pascal. Statistical treatment of 2D NMR COSY spectra in metabolomics: data preparation, clustering-based evaluation of the Metabolomic Informative Content and comparison with 1H-NMR. In: Metabolomics, Vol. 11, no. 6, p. 1756-1768 (2015). doi:10.1007/s11306-015-0830-7. http://hdl.handle.net/2078.1/165850

  • Communication à un colloque (Conference Paper)
  • Govaerts, Bernadette ; Feraud, Baptiste. The Metabolomic Informative Content (MIC): a clustering-based approach to measure the amount of captured signal in spectra. 9èmes Journées Scientifiques du Réseau Français de Métabolomique et Fluxomique (Polytech Lille, France, du 09/06/2015 au 11/06/2015). http://hdl.handle.net/2078.1/216811

  • 2014
  • Feraud, Baptiste. An advanced clustering approach for assessing the repeatability and statistical relevance of 2D-COSY spectra. 8èmes Journées Scientifiques du Réseau Français de Métabolomique et Fluxomique (Lyon, campus de la Doua, du 19/05/2014 au 21/05/2014). http://hdl.handle.net/2078.1/153022

  • 2013
  • Feraud, Baptiste ; de Tullio, Pascal ; Govaerts, Bernadette ; Verleysen, Michel. Assessing the repeatability and statistical advantages of homonuclear 2D-NMR spectra: a clustering approach. First Belgian-Netherlands Joint Symposium on Metabolomics (Spa (Belgium), du 13/05/2013 au 14/05/2013). In: , 2013. http://hdl.handle.net/2078.1/129972

  • Feraud, Baptiste ; Govaerts, Bernadette ; Verleysen, Michel. Assessing the repeatability and statistical advantages of homonuclear 2D-NMR spectra: an innovative clustering approach. 9th Annual International Conference of the Metabolomics Society (Glasgow (UK), du 01/07/2013 au 04/07/2013). In: , 2013. http://hdl.handle.net/2078.1/134423

  • Document de travail (Working Paper)
    2018
  • Feraud, Baptiste ; Leenders, Justine ; Martineau, Estelle ; Giraudeau, Patrick ; Govaerts, Bernadette ; de Tullio, Pascal. Two data pre-processing workflows to facilitate the discovery of biomarkers by 2D NMR metabolomics (ISBA DIscussion Paper; 2018/16), 2018. 22 p. http://hdl.handle.net/2078.1/200549

  • 2017
  • Feraud, Baptiste ; Munaut, Carine ; Martin, Manon ; Verleysen, Michel ; Govaerts, Bernadette. Combining strong sparsity and competitive predictive power with the L-sOPLS approach for biomarker discovery in metabolomics (ISBA Discussion Paper; 2017/20), 2017. 21 p. http://hdl.handle.net/2078.1/187152

  • 2016
  • Thiel, Michel ; Feraud, Baptiste ; Govaerts, Bernadette. ASCA+ and APCA+: extensions of ASCA and APCA in the analysis of unbalanced multifactorial designs (ISBA Discussion Paper; 2016/33), 2016. 16 p. http://hdl.handle.net/2078.1/176979

  • 2014
  • Feraud, Baptiste ; Govaerts, Bernadette ; Verleysen, Michel ; de Tullio, Pascal. Statistical treatment of 2D-NMR COSY spectra: data preparation, clustering-based repeatability evaluation and comparison with 1H-NMR (ISBA Discussion Paper; 2014/33), 2014. 20 p. http://hdl.handle.net/2078.1/152124

  • 2013
  • Rousseau, Réjane ; Feraud, Baptiste ; Govaerts, Bernadette ; Verleysen, Michel. Combination of Independent Component Analysis and statistical modelling for the identification of metabonomic biomarkers in 1H-NMR spectroscopy (second version) (ISBA Discussion Paper; 2013/06), 2013. 32 p. http://hdl.handle.net/2078.1/126996

  • Thèse (Dissertation)
    2019
  • Feraud, Baptiste. Statistical contributions to the analysis of 2D NMR spectra in metabolomics studies : from pre-processing workflows to 2D biomarker discovery, prom. : Govaerts, Bernadette ; Verleysen, Michel, 10/01/2019. http://hdl.handle.net/2078.1/214124