Integrating Multimodal Learning Analytics and Inclusive Learning Support Systems for People of All Ages

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

抄録

Extended learning environments involving system to collect data for learning analytics and to support learners will be useful for all-age education. As the first steps towards to build new learning environments, we developed a system for multimodal learning analytics using eye-tracker and EEG measurement, and inclusive user interface design for elderly learners by dual-tablet system. Multimodal learning analytics system can be supportive to extract where and how learners with varied backgrounds feel difficulty in learning process. The eye-tracker can retrieve information where the learners paid attention. EEG signals will provide clues to estimate their mental states during gazes in learning. We developed simultaneous measurement system of these multimodal responses and are trying to integrate the information to explore learning problems. A dual-tablet user interface with simplified visual layers and more intuitive operations was designed aiming to reduce the physical and mental loads of elderly learners. A prototype was developed based on a cross-platform framework, which is being refined by iterative formative evaluations participated by elderlies, in order to improve the usability of the interface design. We propose a system architecture applying the multimodal learning analytics and the user-friendly design for elderly learners, which couples learning analytics “in the wild” environment and learning analytics in controlled lab environments.

本文言語英語
ホスト出版物のタイトルCross-Cultural Design. Culture and Society - 11th International Conference, CCD 2019, Held as Part of the 21st HCI International Conference, HCII 2019, Proceedings
編集者Pei-Luen Patrick Rau
出版社Springer Verlag
ページ469-481
ページ数13
ISBN(印刷版)9783030225797
DOI
出版ステータス出版済み - 1 1 2019
イベント11th International Conference on Cross-Cultural Design, CCD 2019, held as part of the 21st International Conference on Human-Computer Interaction, HCI International 2019 - Orlando, 米国
継続期間: 7 26 20197 31 2019

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
11577 LNCS
ISSN(印刷版)0302-9743
ISSN(電子版)1611-3349

会議

会議11th International Conference on Cross-Cultural Design, CCD 2019, held as part of the 21st International Conference on Human-Computer Interaction, HCI International 2019
Country米国
CityOrlando
Period7/26/197/31/19

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

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