Idiographic Dynamic Modeling for Behavioral Interventions with Mixed Data Partitioning and Discrete Simultaneous Perturbation Stochastic Approximation

• Published in: Proceedings of the American Control Conference Vol. 2023; pp. 283 - 288
• Main Authors: Kha, Rachael T., Rivera, Daniel E., Klasnja, Predrag, Hekler, Eric
• Format: Conference Proceeding Journal Article
• Language: English
• Published: United States American Automatic Control Council 01.01.2023
• Subjects: Behavioral sciences; Control systems; Data models; Estimation; Legged locomotion; Perturbation methods; Stochastic processes

This paper presents the use of discrete simultaneous perturbation stochastic approximation (DSPSA) as a routine method to efficiently determine features and parameters of idiographic (i.e. single subject) dynamic models for personalized behavioral interventions using various partitions of estimation...