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Establishment of a Model to Process the Physiological Signals of the Central Nervous System for Estimating the Degree of Concentration of an Online Learner

Research Project

Project/Area Number 26350315
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Educational technology
Research InstitutionUniversity of Yamanashi

Principal Investigator

OMATA Masaki  山梨大学, 総合研究部, 准教授 (60402088)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2014: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords生理指標 / 生体信号 / 生理心理学 / 理解度推定 / 集中 / オンライン学修 / 計算タスク
Outline of Final Research Achievements

This study aims to elucidate the physiological indexes that allow us to grasp the state of mind of an online learner. Experiments were conducted to investigate the relations between the interest in watching videos, use of mouse when learning, and degree of understanding after reading and their corresponding indexes calculated from physiological signals, such as electroencephalography and hemoencephalography. Results revealed that significant correlations existed between the interest in watching videos and electroencephalogram, use of mouse and change in skin conductance, and degree of understanding and electroencephalogram and blood-volume pulse.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (4 results)

All 2016 2015 2014 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Acknowledgement Compliant: 3 results) Remarks (1 results)

  • [Journal Article] A Regression Equation to Estimate the Degree of Understanding in a Reading using Physiological Indexes2016

    • Author(s)
      Masaki Omata and Shogo Tanabe
    • Journal Title

      Proceedings of the 28th Australian Conference on Computer-Human Interaction (OzCHI '16)

      Volume: ‐ Pages: 333-337

    • DOI

      10.1145/3010915.3010968

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Analysis of Relationships between Combinations of Biological Signals and Subjective Interest2015

    • Author(s)
      Masaki Omata and Shogo Tanabe
    • Journal Title

      Proceedings of 2015 3rd International Conference on Biological and Medical Sciences

      Pages: 6-10

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Experiments for Emotion Estimation from Biological Signals and Its Application2014

    • Author(s)
      Masaki Omata, Daisuke Kanuka, Xiaoyang Mao
    • Journal Title

      Transactions on Computational Science

      Volume: 23 Pages: 178-198

    • DOI

      10.1007/978-3-662-43790-2_10

    • ISBN
      9783662437896, 9783662437902
    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Remarks] 小俣研究室

    • URL

      http://www.hci.media.yamanashi.ac.jp/

    • Related Report
      2016 Annual Research Report 2015 Research-status Report 2014 Research-status Report

URL: 

Published: 2014-04-04   Modified: 2018-03-22  

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