1. Exploring Psycho-Physiological Correlates to Trust
- Author
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Halimahtun M. Khalid, Parham Nooralishahi, Liew Wei Shiung, Zeeshan Rasool, Martin G. Helander, Loo Chu Kiong, and Chin Ai-Vyrn
- Subjects
Medical Terminology ,Human interaction ,05 social sciences ,050602 political science & public administration ,Natural (music) ,0501 psychology and cognitive sciences ,Psychology ,Social psychology ,050107 human factors ,Human–robot interaction ,0506 political science ,Medical Assisting and Transcription ,Cognitive psychology - Abstract
This paper describes a methodology for exploring trust using psychological (subjective) and physiological (objective) correlates to trust. The aim was to explore trust using natural dialogs of real-world scenarios that embed fifteen subjective measures. The goal was to apply the method in modeling human-robot-human interaction, involving three types of androids and to predict trust. Two forms of dialogs were employed: a guided script and a predetermined dialog representing three social scenarios. Objective features included facial expressions, voice and heart rate. Subjective trust measures comprised ability, benevolence and integrity. A repeated measures experimental design was employed. Forty-two subjects participated in the study. The data was analyzed using exploratory factor analysis and correlation. Multiple neuro-fuzzy models were trained using the data set and combined as an ensemble using evolutionary algorithms. The final ensemble estimated trust with 67% accuracy. The implications of the findings and limitations of the method are discussed.
- Published
- 2016
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