Probit Latent Variables Estimation for a Gaussian Process Classifier: Application to the Detection of High-Voltage Spindles. - Rémi Souriau; Vincent Vigneron; Jean Lerbet; Hsin Chen (LVA/ICA, 2018)

Fusion of estimations from two modalities using the Viterbi's algorithm: application to fetal heart rate monitoring. - Rémi Souriau; Julie Fontecave Jallon; Bertrand Rivet (ESANN, 2021)

machine learning for modeling dynamic stochastic systems: application to adaptive control on deep-brain stimulation. (Apprentissage automatique pour la modélisation de systèmes stochastiques dynamiques: application au contrôle adaptatif sur la stimulation cérébrale profonde). - Rémi Souriau (2021)

Fetal ECG denoising using dynamic time warping template subtraction. - Rémi Souriau; Julie Fontecave Jallon; Bertrand Rivet (EMBC, 2022)

Fetal heart rate monitoring by fusion of estimations from two modalities: A modified Viterbi's algorithm. - Rémi Souriau; Julie Fontecave Jallon; Bertrand Rivet (Biomed. Signal Process. Control., 2023)

Hierarchical Hidden Markov Model for Online Decoding in Brain-Computer Interface. - Rémi Souriau; Alexandre Moly; Félix Martel; Lucas Struber; Serpil Karakas; Violaine Juillard; Guillaume Charvet; Tetiana Aksenova (EUSIPCO, 2024)

Unsupervised segmentation of heart sounds from abrupt changes detection. - Eric Tatulli; Rémi Souriau; Julie Fontecave Jallon (Comput. Biol. Medicine, 2025)