Data Imbalance in Surveillance of Nosocomial Infections. - Gilles Cohen; Melanie Hilario; Hugo Sax; Stéphane Hugonnet (ISMDA, 2003)

Report on the TREC 2003 Experiment: Genomic Track. - Patrick Ruch; Gilles Cohen; Frédéric Ehrler; Henning Müller; Giovanni Coray; Hatem Ghorbel; Vincenzo Pallotta; Christine Chichester (TREC, 2003)

Model Selection for Support Vector Classifiers via Genetic Algorithms. An Application to Medical Decision Support. - Gilles Cohen; Melanie Hilario; Antoine Geissbühler (ISBMDA, 2004)

An Application of One-class Support Vector Machines to Nosocomial Infection Detection. - Gilles Cohen; Melanie Hilario; Hugo Sax; Stéphane Hugonnet; Christian Pellegrini; Antoine Geissbühler (MedInfo, 2004)

One-Class Support Vector Machines with a Conformal Kernel. A Case Study in Handling Class Imbalance. - Gilles Cohen; Melanie Hilario; Christian Pellegrini (SSPR/SPR, 2004)

Report on the TREC 2004 Experiment: Genomics Track. - Patrick Ruch; Christine Chichester; Gilles Cohen; Frédéric Ehrler; Paul Fabry; Johan Marty; Henning Müller; Antoine Geissbühler (TREC, 2004)

Model Selection for Support Vector Classifiers via Direct Simplex Search. - Gilles Cohen; Patrick Ruch; Melanie Hilario (FLAIRS, 2005)

SVM Modeling via a Hybrid Genetic Strategy. A Health Care Application. - Gilles Cohen; Melanie Hilario; Christian Pellegrini; Antoine Geissbühler (MIE, 2005)

Lung CT Analysis and Retrieval as a Diagnostic Aid. - Henning Müller; Samuel Marquis; Gilles Cohen; Christian Lovis; Antoine Geissbühler (MIE, 2005)

Learning from imbalanced data in surveillance of nosocomial infection. - Gilles Cohen; Melanie Hilario; Hugo Sax; Stéphane Hugonnet; Antoine Geissbühler (Artif. Intell. Medicine, 2006)

Lung Tissue Classification in HRCT Data Integrating the Clinical Context. - Adrien Depeursinge; Jimison Iavindrasana; Gilles Cohen; Alexandra Platon; Pierre-Alexandre Poletti; Henning Müller (CBMS, 2008)

Novelty Detection using One-class Parzen Density Estimator. An Application to Surveillance of Nosocomial Infections. - Gilles Cohen; Hugo Sax; Antoine Geissbühler (MIE, 2008)

Towards an Automated Nosocomial Infection Case Reporting - Framework to Build a Computer-aided Detection of Nosocomial Infection. - Jimison Iavindrasana; Gilles Cohen; Adrien Depeursinge; Henning Müller; Rodolphe Meyer; Antoine Geissbühler (HEALTHINF, 2009)

Revealing triage behaviour patterns in ER using a new technology for handwritten data acquisition. - Christelle Despont-Gros; Gilles Cohen; Olivier Rutschmann; Antoine Geissbühler; Christian Lovis (Int. J. Medical Informatics, 2009)

Asymmetric-margin support vector machines for lung tissue classification. - Jimison Iavindrasana; Adrien Depeursinge; Gilles Cohen; Antoine Geissbühler; Henning Müller (IJCNN, 2010)

Measuring the effectiveness of hospital-acquired infection prevention. - Jimison Iavindrasana; Gilles Cohen; Adrien Depeursinge; Henning Müller; Rodolphe Meyer; Hugo Sax; Antoine Geissbühler (MedInfo, 2010)

Fusing visual and clinical information for lung tissue classification in high-resolution computed tomography. - Adrien Depeursinge; Daniel Racoceanu; Jimison Iavindrasana; Gilles Cohen; Alexandra Platon; Pierre-Alexandre Poletti; Henning Müller (Artif. Intell. Medicine, 2010)

Comparative Performance Analysis of State-of-the-Art Classification Algorithms Applied to Lung Tissue Categorization. - Adrien Depeursinge; Jimison Iavindrasana; Asmâa Hidki; Gilles Cohen; Antoine Geissbühler; Alexandra Platon; Pierre-Alexandre Poletti; Henning Müller (J. Digit. Imaging, 2010)

Optimal Asymmetrical SVM Using Pattern Search. A Health Care Application. - Gilles Cohen; Rodolphe Meyer (MIE, 2011)

Identifying Homogeneous Patient Clusters in Swiss University Hospital Through Latent Class Analysis. - Gilles Cohen; Pascal Briot; Pierre Chopard (MIE, 2022)