ear and soundwaves

(Imperial College members only) or contact k.hobson@imperial.ac.uk听to request access.

Centre for Neurotechnology seminar from Tobias Reichenbach

Friedrich-Alexander-University

Decoding the neural processing of speech

Abstract: Understanding speech in noisy backgrounds requires selective attention to a particular speaker. Humans excel at this challenging task, while current speech听recognition technology still struggles when background noise is loud. The neural mechanisms by which we process speech remain, however, poorly understood, not听least due to the complexity of natural speech. Here we describe recent progress obtained through applying machine-learning to neuroimaging data of humans听listening to speech in different types of background noise. In particular, we develop statistical models to relate characteristic features of speech such as pitch,听amplitude fluctuations and linguistic surprisal to neural measurements. We find neural correlates of speech processing both at the subcortical level, related to the听pitch, as well as at the cortical level, related to amplitude fluctuations and linguistic structures. We also show that some of these measures allow to diagnose听disorders of consciousness. Our findings may be applied in smart hearing aids that automatically adjust speech processing to assist a user, as well as in the听diagnosis of brain disorders.

tobias reichenbachBio: Tobias Reichenbach is a Professor in the Department for Artificial Intelligence in Biomedical Engineering (AIBE), Technical Faculty, Friedrich-Alexander-University (FAU) Erlangen-Nuremberg.

Prior to that he was a Reader at the Department of Bioengineering at 天美传媒. He joined Imperial in 2013 after postdoctoral training in computational neuroscience and the biophysics of hearing 听with Prof. A. J. Hudspeth at the Rockefeller University in New York. He graduated in 2008 from the Ludwig-Maximilians University in Munich, Germany, where he researched on theoretical aspects of non-equilibrium pattern formation and statistical physics in the group of Prof. E. Frey.

Prof Reichenbach works in sensory neuroengineering. He uses ideas from theoretical physics, mathematics, and computer science to investigate how sensory systems function. Besides furthering our understanding of the neurobiological processes, he also aims at applying his findings in the development of novel, biologically-inspired technology.


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