Academic Commons

Chapters (Layout Features)

Computational Approaches to Modeling Speaker State in the Medical Domain

Hirschberg, Julia Bell; Hjalmarsson, Anna; Elhadad, Noemie

Recently, researchers in computer science and engineering have begun to explore the possibility of finding speech-based correlates of various medical conditions using automatic, computational methods. If such language cues can be identified and quantified automatically, this information can be used to support diagnosis and treatment of medical conditions in clinical settings and to further fundamental research in understanding cognition. This chapter reviews computational approaches that explore communicative patterns of patients who suffer from medical conditions such as depression, autism spectrum disorders, schizophrenia, and cancer. There are two main approaches discussed: research that explores features extracted from the acoustic signal and research that focuses on lexical and semantic features. We also present some applied research that uses computational methods to develop assistive technologies. In the final sections we discuss issues related to and the future of this emerging field of research.

Files

Also Published In

Title
Speech in Mobile Environments, Call Centers and Clinics: Views of Speech Industry Leaders
Publisher
Springer

More About This Work

Academic Units
Computer Science
Biomedical Informatics
Published Here
August 5, 2013