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Authors: Eiji Watanabe 1 ; Takashi Ozeki 2 and Takeshi Kohama 3

Affiliations: 1 Konan University, Japan ; 2 Fukuyama University, Japan ; 3 Kinki University, Japan

Keyword(s): Lecture, Speaker, Audience, Behavior, Time Series Model, Synchronization.

Related Ontology Subjects/Areas/Topics: Computer-Aided Assessment ; Computer-Supported Education ; Domain Applications and Case Studies ; Information Technologies Supporting Learning ; Intelligent Learning and Teaching Systems ; Learning Analytics ; Learning/Teaching Methodologies and Assessment

Abstract: In this paper, the dominant behaviors defined by the face direction of the speaker and audience in lectures are analyzed by using the time-series models. First, we detect the face region of the speaker and audience by the image processing and we adopt the number of skin-colored pixels in face region as features for behaviors by them. Next, we construct piecewise time series models for behaviors by the speaker and audience. Finally, we analyze the synchronization phenomena in speaker and audience by comparing time series models. Concretely, we show that the parameters in the time series models denote the dominant section in lectures. Moreover, we discuss the relationships among notes, test and behaviors by audience.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Watanabe, E.; Ozeki, T. and Kohama, T. (2014). Analysis of Behaviors by Audience in Lectures by Using Time-series Models. In Proceedings of the 6th International Conference on Computer Supported Education - Volume 2: CSEDU; ISBN 978-989-758-020-8; ISSN 2184-5026, SciTePress, pages 191-196. DOI: 10.5220/0004787801910196

@conference{csedu14,
author={Eiji Watanabe. and Takashi Ozeki. and Takeshi Kohama.},
title={Analysis of Behaviors by Audience in Lectures by Using Time-series Models},
booktitle={Proceedings of the 6th International Conference on Computer Supported Education - Volume 2: CSEDU},
year={2014},
pages={191-196},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004787801910196},
isbn={978-989-758-020-8},
issn={2184-5026},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Computer Supported Education - Volume 2: CSEDU
TI - Analysis of Behaviors by Audience in Lectures by Using Time-series Models
SN - 978-989-758-020-8
IS - 2184-5026
AU - Watanabe, E.
AU - Ozeki, T.
AU - Kohama, T.
PY - 2014
SP - 191
EP - 196
DO - 10.5220/0004787801910196
PB - SciTePress