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Akalin, Neziha
Publications (3 of 3) Show all publications
Akalin, N., Kiselev, A., Kristoffersson, A. & Loutfi, A. (2018). Enhancing Social Human-Robot Interaction with Deep Reinforcement Learning.. In: Proc. FAIM/ISCA Workshop on Artificial Intelligence for Multimodal Human Robot Interaction, 2018: . Paper presented at FAIM/ISCA Workshop on Artificial Intelligence for Multimodal Human Robot Interaction (AI-MHRI), Stockholm, Sweden 14-15 July, 2018 (pp. 48-50). MHRI
Open this publication in new window or tab >>Enhancing Social Human-Robot Interaction with Deep Reinforcement Learning.
2018 (English)In: Proc. FAIM/ISCA Workshop on Artificial Intelligence for Multimodal Human Robot Interaction, 2018, MHRI , 2018, p. 48-50Conference paper, Published paper (Refereed)
Abstract [en]

This research aims to develop an autonomous social robot for elderly individuals. The robot will learn from the interaction and change its behaviors in order to enhance the interaction and improve the user experience. For this purpose, we aim to use Deep Reinforcement Learning. The robot will observe the user’s verbal and nonverbal social cues by using its camera and microphone, the reward will be positive valence and engagement of the user.

Place, publisher, year, edition, pages
MHRI, 2018
National Category
Robotics
Research subject
Computer Science
Identifiers
urn:nbn:se:mdh:diva-43376 (URN)10.21437/AI-MHRI.2018-12 (DOI)
Conference
FAIM/ISCA Workshop on Artificial Intelligence for Multimodal Human Robot Interaction (AI-MHRI), Stockholm, Sweden 14-15 July, 2018
Projects
SOCRATES
Available from: 2019-05-09 Created: 2019-05-09 Last updated: 2019-05-09Bibliographically approved
Akalin, N., Kiselev, A., Kristoffersson, A. & Loutfi, A. (2018). The Relevance of Social Cues in Assistive Training with a Social Robot. In: Ge, S.S., Cabibihan, J.-J., Salichs, M.A., Broadbent, E., He, H., Wagner, A., Castro-González, Á. (Ed.), 10th International Conference on Social Robotics, ICSR 2018, Proceedings: . Paper presented at 10th International Conference on Social Robotics (ICSR 2018), Qingdao, China, November 28-30, 2018 (pp. 462-471). Springer
Open this publication in new window or tab >>The Relevance of Social Cues in Assistive Training with a Social Robot
2018 (English)In: 10th International Conference on Social Robotics, ICSR 2018, Proceedings / [ed] Ge, S.S., Cabibihan, J.-J., Salichs, M.A., Broadbent, E., He, H., Wagner, A., Castro-González, Á., Springer , 2018, p. 462-471Conference paper, Published paper (Refereed)
Abstract [en]

This paper examines whether social cues, such as facial expressions, can be used to adapt and tailor a robot-assisted training in order to maximize performance and comfort. Specifically, this paper serves as a basis in determining whether key facial signals, including emotions and facial actions, are common among participants during a physical and cognitive training scenario. In the experiment, participants performed basic arm exercises with a social robot as a guide. We extracted facial features from video recordings of participants and applied a recursive feature elimination algorithm to select a subset of discriminating facial features. These features are correlated with the performance of the user and the level of difficulty of the exercises. The long-term aim of this work, building upon the work presented here, is to develop an algorithm that can eventually be used in robot-assisted training to allow a robot to tailor a training program based on the physical capabilities as well as the social cues of the users.

Place, publisher, year, edition, pages
Springer, 2018
Series
Lecture Notes in Computer Science, ISSN 0302-9743 ; 11357
Keywords
Social cues, Facial signals, Robot-assisted training
National Category
Computer Systems Computer Vision and Robotics (Autonomous Systems)
Research subject
Computer Science
Identifiers
urn:nbn:se:mdh:diva-43377 (URN)10.1007/978-3-030-05204-1_45 (DOI)2-s2.0-85058342671 (Scopus ID)978-3-030-05203-4 (ISBN)978-3-030-05204-1 (ISBN)
Conference
10th International Conference on Social Robotics (ICSR 2018), Qingdao, China, November 28-30, 2018
Projects
SOCRATES
Funder
EU, Horizon 2020, 721619
Available from: 2018-12-19 Created: 2019-05-09Bibliographically approved
Akalin, N., Kiselev, A., Kristoffersson, A. & Loutfi, A. (2017). An Evaluation Tool of the Effect of Robots in Eldercare on the Sense of Safety and Security. In: Kheddar, A.; Yoshida, E.; Ge, S.S.; Suzuki, K.; Cabibihan, J-J:, Eyssel, F:, He, H. (Ed.), Social Robotics: 9th International Conference, ICSR 2017, Tsukuba, Japan, November 22-24, 2017, Proceedings. Paper presented at 9th International Conference on Social Robotics (ICSR 2017), Tsukuba, Japan, November 22-24, 2017 (pp. 628-637). Springer International Publishing
Open this publication in new window or tab >>An Evaluation Tool of the Effect of Robots in Eldercare on the Sense of Safety and Security
2017 (English)In: Social Robotics: 9th International Conference, ICSR 2017, Tsukuba, Japan, November 22-24, 2017, Proceedings / [ed] Kheddar, A.; Yoshida, E.; Ge, S.S.; Suzuki, K.; Cabibihan, J-J:, Eyssel, F:, He, H., Springer International Publishing , 2017, p. 628-637Conference paper, Published paper (Refereed)
Abstract [en]

The aim of the study presented in this paper is to develop a quantitative evaluation tool of the sense of safety and security for robots in eldercare. By investigating the literature on measurement of safety and security in human-robot interaction, we propose new evaluation tools. These tools are semantic differential scale questionnaires. In experimental validation, we used the Pepper robot, programmed in the way to exhibit social behaviors, and constructed four experimental conditions varying the degree of the robot’s non-verbal behaviors from no gestures at all to full head and hand movements. The experimental results suggest that both questionnaires (for the sense of safety and the sense of security) have good internal consistency.

Place, publisher, year, edition, pages
Springer International Publishing, 2017
Series
Lecture Notes in Computer Science, ISSN 0302-9743 ; 10652
Keywords
Sense of safety, Sense of security, Eldercare, Video-based evaluation, Quantitative evaluation tool
National Category
Computer Systems Computer Vision and Robotics (Autonomous Systems)
Research subject
Computer Science
Identifiers
urn:nbn:se:mdh:diva-43375 (URN)10.1007/978-3-319-70022-9_62 (DOI)000449941100062 ()2-s2.0-85035814295 (Scopus ID)978-3-319-70022-9 (ISBN)978-3-319-70021-2 (ISBN)
Conference
9th International Conference on Social Robotics (ICSR 2017), Tsukuba, Japan, November 22-24, 2017
Projects
SOCRATES
Funder
EU, Horizon 2020, 721619
Available from: 2017-11-22 Created: 2019-05-09Bibliographically approved
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