Automated Evaluation Of Psychotherapy Skills Using Speech And Language Technologies

no code implementations • 22 Feb 2021 • Nikolaos Flemotomos, Victor R. Martinez, Zhuohao Chen, Karan Singla, Victor Ardulov, Raghuveer Peri, Derek D. Caperton, James Gibson, Michael J. Tanana, Panayiotis Georgiou, Jake Van Epps, Sarah P. Lord, Tad Hirsch, Zac E. Imel, David C. Atkins, Shrikanth Narayanan

With the growing prevalence of psychological interventions, it is vital to have measures which rate the effectiveness of psychological care to assist in training, supervision, and quality assurance of services.

Multi-label Multi-task Deep Learning for Behavioral Coding

no code implementations • 29 Oct 2018 • James Gibson, David C. Atkins, Torrey Creed, Zac Imel, Panayiotis Georgiou, Shrikanth Narayanan

We propose a methodology for estimating human behaviors in psychotherapy sessions using mutli-label and multi-task learning paradigms.

Multi-Task Learning