Advances in sensing and imaging have provided psychology researchers new tools to understand how the brain creates the mind and simultaneously revealed the need for a new paradigm of mind-brain correspondence-- a set of basic theoretical tenets and an overhauled methodology. I develop machine learning methods to overcome three initial technical barriers to application of the new paradigm. I assess candidate solutions to these problems using two test datasets representing different areas of psychology: the first aiming to build more objective Post-Traumatic Stress Disorder(PTSD) diagnostic tools using virtual reality and peripheral physiology, the second aiming to verify theoretical tenets of the new paradigm in a study of basic affect using functional Magnetic Resonance Imaging(fMRI). Specifically I address three technical challenges: assessing performance in small, real datasets through stability; learning from labels of varying quality; and probabilistic representations of dynamical systems.

The development of an autonomous social robot, Cherry, is occurring in tandem with studies gaining potential user preferences, likes, dislikes, and perceptions of her features. Thus far, results have indicated that individuals 1) believe that service robots with emotion and personality capabilities would make them more acceptable in everyday roles in human life, 2) prefer that robots communicate via both human-like facial expressions, voice, and text-based media, 3) become more positive about the idea of service and social robots after exposure to the technology, and 4) find the appearance and facial features of Cherry pleasing. The results of these studies provide the basis for future research efforts, which are discussed.

Article Share on A technical demonstration of Lola, the robot entertainer Authors: Andreas H. Marpaung University of Central Florida, Orlando, FL University of Central Florida, Orlando, FLView Profile , Sarah M. Brown University of Central Florida, Orlando, FL University of Central Florida, Orlando, FLSearch about this author , Christine L. Lisetti University of Central Florida, Orlando, FL University of Central Florida, Orlando, FLView Profile Authors Info & Claims MULTIMEDIA '02: Proceedings of the tenth ACM international conference on MultimediaDecember 2002Pages 91–93https://doi.org/10.1145/641007.641027Published:01 December 2002Publication History 1citation200DownloadsMetricsTotal Citations1Total Downloads200Last 12 Months1Last 6 weeks0 Get Citation AlertsNew Citation Alert added!This alert has been successfully added and will be sent to:You will be notified whenever a record that you have chosen has been cited.To manage your alert preferences, click on the button below.Manage my AlertsNew Citation Alert!Please log in to your account Save to BinderSave to BinderCreate a New BinderNameCancelCreateExport CitationPublisher SiteGet Access