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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.

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.

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

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.

State space methods for phase amplitude coupling analysis

Published in Scientific Reports, 2022

Recommended citation: Soulat, H., Beck, A., Stephen ,E. , Purdon, PL.

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

Unsupervised representational learning with recognition-parametrised probabilistic models

Published in arXiv, 2022

Recommended citation: Walker. W*, Soulat. H*, Yu. C, Sahani. M

Neurips 2021 Spotlight

Published: December 07, 2021

Spotlight Presentation Probabilistic Tensor Decomposition of Neural Population Spiking Activity

Volonteer Mentor. Social mobility and diversity program.

Volonteer Mentoring., , 2019

In2scienceUK. Volonteer Mentor. Social mobility and diversity program.

Systems and Theoretical Neuroscience

Master Level Neuroscience Class., UCL - SWC, 2020

Systems and Theoretical Neuroscience. Teaching Assistant. Master Level Neuroscience Class.

Probabilistic and Unsupervised Learning

Master Level Machine Learning Class., UCL - CS, 2020

Probabilistic and Supervised Learning, Teaching Assistant. Master Level Machine Learning Class.

Approximate Inference and Learning in Probabilistic Models

Master Level Machine Learning Class, UCL - CS, 2020

Approximate Inference and Learning in Probabilistic Models. Teaching Assistant. Master Level Machine Learning Class.