Optimization-Based Domain Adaptation towards Person-Adaptive Classification Models

Conference/Journal
IEEE
Authors
Rita Chattopadhyay Shayok Chakraborty Vineeth N Balasubramanian Sethuraman Panchanathan
BibTex
Abstract
Abstract: The emergence of inexpensive and unobtrusive physiological sensors has widened their application to newer and innovative areas including proactive health monitoring, smart environments and novel human-computer interfaces. The inherent variability in physiological signals across subjects poses a great challenge to traditional machine learning algorithms which are used to develop generalized classification frameworks. In this paper, we propose an optimization-based domain adaptation (ODA) ...