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Principled methods for mixtures processing
Abstract
This document is my thesis for getting the habilitation à diriger des recherches, which is the french diploma that is required to fully supervise Ph.D. students. It summarizes the research I did in the last 15 years and also provides the shortterm research directions and applications I want to investigate. Regarding my past research, I first describe the work I did on probabilistic audio modeling, including the separation of Gaussian and αstable stochastic processes. Then, I mention my work on deep learning applied to audio, which rapidly turned into a large effort for community service. Finally, I present my contributions in machine learning, with some works on hardware compressed sensing and probabilistic generative models.My research programme involves a theoretical part that revolves around probabilistic machine learning, and an applied part that concerns the processing of time series arising in both audio and life sciences- info:eu-repo/semantics/other
- Habilitation à diriger des recherches
- Stochastic processes & statistics
- source separation
- audio
- machine learning
- séparation de sources
- [INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing
- [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
- [INFO]Computer Science [cs]