Presentation by Dr. Mathew Magimai Doss (IDIAP)
Title : Automatic speech assessment: combining knowledge and data
Abstract : Speech assessment is crucial part of development of speech technologies such as speech transmission systems, text-to-speech systems, language learning systems, speech therapy systems to name a few. Assessment of aspects such as speech intelligibility, speech quality is typically carried out through subjective tests, which can be time consuming and expensive. Furthermore, it may not be always be reproducible. In this talk, I will present two different automatic speech assessment frameworks that we are pursuing: (a) linguistic prior knowledge-driven and (b) end-to-end data-driven that uses minimal prior knowledge. Through experimental studies on intelligibility assessment, assessment of accentedness of non-native speech and detection of presentation attacks, I will demonstrate the potential of these frameworks in combining knowledge and data for effective speech assessment.
Bio : Dr. Mathew Magimai Doss received the Bachelor of Engineering (B.E.) in Instrumentation and Control Engineering from the University of Madras, India in 1996; the Master of Science (M.S.) by Research in Computer Science and Engineering from the Indian Institute of Technology, Madras, India in 1999; the PreDoctoral diploma and the Ph.D. from the Ecole Polytechnique Fédérale de Lausanne (EPFL), Switzerland in 2000 and 2005, respectively. He was a postdoctoral fellow at the International Computer Science Institute (ICSI), Berkeley, USA from April 2006 till March 2007. Since April 2007, he has been working as a Researcher at the Idiap Research Institute, Martigny, Switzerland. He is also a lecturer at EPFL, where he teaches courses on speech and audio processing. He is a Senior Area Editor of the IEEE Signal Processing Letters. His main research interest lies in signal processing, statistical pattern recognition, artificial neural networks and computational linguistics with applications to speech and audio processing and multimodal signal processing.
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