Publications

A non-homogeneous Poisson process model of skin conductance responses integrated with observed regulatory behaviors for Autism intervention

Abstract

Early intervention in individuals with Autism Spectrum Disorder (ASD) can improve core and associated symptoms and facilitate skills that increase social opportunities. However, determining effective intervention success in this population, and the mechanisms that produce it, is currently restricted to observable behavior. The need of therapy assessment metrics beyond traditional behavioral criteria, led to the use of physiological signals for capturing child-therapist internal dynamics during an intervention session. Internal physiological states were measured through Electrodermal Activity (EDA) and modeled in relation to observed self- and co-regulatory behaviors. A common measure of EDA, Skin Conductance Response (SCR), was the primary signal of interest and assumed to form a non-homogeneous Poisson Process whose rate function is determined by observed regulatory behaviors. Through likelihood and …

Date
2014
Authors
Theodora Chaspari, Matthew Goodwin, Oliver Wilder-Smith, Amanda Gulsrud, Charlotte A Mucchetti, Connie Kasari, Shrikanth Narayanan
Conference
2014 IEEE international conference on acoustics, speech and signal processing (ICASSP)
Pages
1611-1615
Publisher
IEEE