Unsupervised representational learning with recognition-parametrised probabilistic models
Published in arXiv, 2022
Recommended citation: Walker. W*, Soulat. H*, Yu. C, Sahani. M
Publications
Amortised Inference in Structured Generative Models with Explaining Away
Published in NEURIPS: Neural Information Processing Systems, 2022
Recommended citation: Yu. C, Soulat. H, Burgess. N, Sahani. M
State space methods for phase amplitude coupling analysis
Published in Scientific Reports, 2022
Recommended citation: Soulat, H., Beck, A., Stephen ,E. , Purdon, PL.
Probabilistic Tensor Decomposition of NeuralPopulation Spiking Activity (Accepted with spotlight)
Published in NEURIPS: Neural Information Processing Systems, 2021
Recommended citation: Soulat,H., Keshavarzi,S., Margrie, TW. & Sahani, M.
Association Between Lower Preoperative Cognition With Intraoperative Electroencephalographic Features Consistent With Deep States of Anesthesia in Older Patients: An Observational Cohort Study
Published in Anesthesia & Analgesia, 2021
Recommended citation: Gutiérrez, Rodrigo G.; Egaña, José I.; Maldonado, Felipe A.; Sáez, Iván A. CK; Reyes, Fernando I.; Soulat, Hugo; Purdon, Patrick L
State space oscillator models to identify and parameterize oscillatory signals in EEG
Published in COSYNE, 2020
Recommended citation: Beck, A., Soulat, H., Stephen ,E. , Purdon, PL.
Multitaper Infinite Hidden Markov Model for EEG
Published in Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE, 2019
Recommended citation: Song, AH. , Chlon L., Soulat, H. , Tauber,J. , Subramanian, S., Ba, D , Prerau, MJ.