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Discovering Social Interaction Strategies for Robots from Restricted-Perception Wizard-of-Oz Studies

Published: 07 March 2016 Publication History

Abstract

In this paper we propose a methodology for the creation of social interaction strategies for human-robot interaction based on restricted-perception Wizard-of-Oz studies (WoZ). This novel experimental technique involves restricting the wizard's perceptions over the environment and the behaviors it controls according to the robot's inherent perceptual and acting limitations. Within our methodology, the robot's design lifecycle is divided into three consecutive phases, namely data collection, where we perform interaction studies to extract expert knowledge and interaction data; strategy extraction, where a hybrid strategy controller for the robot is learned based on the gathered data; strategy refinement, where the controller is iteratively evaluated and adjusted. We developed a fully-autonomous robotic tutor based on the proposed approach in the context of a collaborative learning scenario. The results of the evaluation study show that, by performing restricted-perception WoZ studies, our robots are able to engage in very natural and socially-aware interactions.

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  • (2022)Non-Dyadic Interaction: A Literature Review of 15 Years of Human-Robot Interaction Conference PublicationsACM Transactions on Human-Robot Interaction10.1145/348824211:2(1-32)Online publication date: 8-Feb-2022
  • (2021)Empathy and Prosociality in Social AgentsThe Handbook on Socially Interactive Agents10.1145/3477322.3477334(385-432)Online publication date: 10-Sep-2021
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Information & Contributors

Information

Published In

cover image ACM Conferences
HRI '16: The Eleventh ACM/IEEE International Conference on Human Robot Interaction
March 2016
676 pages
ISBN:9781467383707

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In-Cooperation

  • AAAI: American Association for Artificial Intelligence
  • Human Factors & Ergonomics Soc: Human Factors & Ergonomics Soc

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IEEE Press

Publication History

Published: 07 March 2016

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Author Tags

  1. design methodology
  2. human-robot interaction
  3. learning from demonstration
  4. restricted perception
  5. social robots
  6. supervised learning
  7. wizard-of-oz studies

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  • Research-article

Funding Sources

  • Fundação para a Ciência e a Tecnologia

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HRI '16
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HRI '16 Paper Acceptance Rate 45 of 181 submissions, 25%;
Overall Acceptance Rate 268 of 1,124 submissions, 24%

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Cited By

View all
  • (2024)Delivery Bot: Enhancing Pedestrian Awareness, Willingness and Ability to Help Delivery Robots Encountering ObstructionsCompanion of the 2024 ACM/IEEE International Conference on Human-Robot Interaction10.1145/3610978.3641262(1249-1252)Online publication date: 11-Mar-2024
  • (2022)Non-Dyadic Interaction: A Literature Review of 15 Years of Human-Robot Interaction Conference PublicationsACM Transactions on Human-Robot Interaction10.1145/348824211:2(1-32)Online publication date: 8-Feb-2022
  • (2021)Empathy and Prosociality in Social AgentsThe Handbook on Socially Interactive Agents10.1145/3477322.3477334(385-432)Online publication date: 10-Sep-2021
  • (2019)Empathic Robot for Group LearningACM Transactions on Human-Robot Interaction10.1145/33001888:1(1-34)Online publication date: 6-Mar-2019
  • (2018)DNN-HMM based Automatic Speech Recognition for HRI ScenariosProceedings of the 2018 ACM/IEEE International Conference on Human-Robot Interaction10.1145/3171221.3171280(150-159)Online publication date: 26-Feb-2018

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