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Emotion recognition and expression in therapeutic social robot design

Published: 29 October 2014 Publication History

Abstract

To improve the healthcare and wellbeing of the elderly population, a therapeutic social robot was designed and its interaction with human was investigated in this research. The focus is to enable the designed robot to understand human's emotion and express emotion through gestures accordingly. To identify human emotion, tactile sensors were utilized and installed on the robot's head to detect users' touch signals, and classify them into four patterns (hit, pat, stroke and unknown). The classification task was performed based on three methods (Localist Attractor Network, Temporal Decision Tree and Naive Bayes Classifier). Exploration of the trade-off between high accuracy and low computing workload was also carried out for all three methods. Four gestures were designed to respond to the four emotion recognition patterns, which can express some basic human emotional statuses such as unhappiness, love, relaxation and confusion.

References

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Sasaki, J., Yamada, K., Tanaka, M. and Funyu, Y. An experiment of the life support network for elderly people living in a rural area. In Proc. The 7th WSEAS International Conference on Applied Computer Science 7 (2004), 316--321.
[2]
Glocker, M. L., Langleben, D. D., Ruparel, K., Loughead, J. W., Gur, R. C., & Sachser, N. (2009). Baby schema in infant faces induces cuteness perception and motivation for caretaking in adults. Ethology, 115(3), 257--263.
[3]
Angier, Natalie. The Cute Factor. The New York Times, 2006-01-03.
[4]
Leung, K.M. Naïve Bayes Classifier. New York, NY, 2007. http://cis.poly.edu/~mleung/FRE7851/f07/naiveBayesianClassifier.pdf

Cited By

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  • (2024)Enhancing Emotion Detection through ChatGPT-Augmented Text Transformation in Social Media Text2024 33rd IEEE International Conference on Robot and Human Interactive Communication (ROMAN)10.1109/RO-MAN60168.2024.10731460(872-879)Online publication date: 26-Aug-2024
  • (2020)Understandable and trustworthy explainable robots: A sensemaking perspectivePaladyn, Journal of Behavioral Robotics10.1515/pjbr-2021-000212:1(13-30)Online publication date: 20-Oct-2020
  • (2019)Using Ontology as a Strategy for Modeling the Interface Between the Cognitive and Robotic SystemsJournal of Intelligent & Robotic Systems10.1007/s10846-019-01076-0Online publication date: 29-Aug-2019

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  1. Emotion recognition and expression in therapeutic social robot design

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    cover image ACM Other conferences
    HAI '14: Proceedings of the second international conference on Human-agent interaction
    October 2014
    412 pages
    ISBN:9781450330350
    DOI:10.1145/2658861
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 29 October 2014

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    Author Tags

    1. classification
    2. emotion recognition
    3. social robot
    4. tactile sensor
    5. therapeutic robot

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    HAI '14 Paper Acceptance Rate 27 of 62 submissions, 44%;
    Overall Acceptance Rate 121 of 404 submissions, 30%

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    • (2024)Enhancing Emotion Detection through ChatGPT-Augmented Text Transformation in Social Media Text2024 33rd IEEE International Conference on Robot and Human Interactive Communication (ROMAN)10.1109/RO-MAN60168.2024.10731460(872-879)Online publication date: 26-Aug-2024
    • (2020)Understandable and trustworthy explainable robots: A sensemaking perspectivePaladyn, Journal of Behavioral Robotics10.1515/pjbr-2021-000212:1(13-30)Online publication date: 20-Oct-2020
    • (2019)Using Ontology as a Strategy for Modeling the Interface Between the Cognitive and Robotic SystemsJournal of Intelligent & Robotic Systems10.1007/s10846-019-01076-0Online publication date: 29-Aug-2019

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