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Development of basic technology for early MCI screening based on quantification of errors and gaze behaviors

Research Project

Project/Area Number 16K16468
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Rehabilitation science/Welfare engineering
Research InstitutionTokyo University of Science, Suwa (2017)
Tokyo University of Science (2016)

Principal Investigator

Yamaguchi Takehiko  諏訪東京理科大学, 工学部, 講師 (50713442)

Research Collaborator Giovannetti Tania  テンプル大学, 心理学科, 准教授
Project Period (FY) 2016-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
KeywordsMCI早期発見 / VR-IADL / 行動特徴解析 / Virtual Reality / Micro-error / マイクロエラー / 行動特徴量 / 行動認識技術 / 軽度認知障害 / 行動特徴量解析 / 医療・福祉 / 人間生活環境 / 情報工学 / 機械学習
Outline of Final Research Achievements

In this research, we aimed to develop a model to identify error behaviors during VR-IADL task. Specifically, we developed a proposed model using information on hand behavior and gaze behaviors in tasks measured in the IADL task environment constructed using VR technology. In the development of the proposed model, we solved the following two problems. (1) Quantification of OE, CE, ME actions, gaze behaviors of MCI patients in IADL task, (2) Effective feature quantities selected from quantified OE, CE, ME.

Report

(3 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • Research Products

    (22 results)

All 2018 2017 2016 Other

All Int'l Joint Research (4 results) Journal Article (2 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 2 results) Presentation (14 results) (of which Int'l Joint Research: 8 results,  Invited: 2 results) Patent(Industrial Property Rights) (2 results)

  • [Int'l Joint Research] Temple University(米国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] Temple University(米国)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] University of Montreal(カナダ)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] University of Angers(France)

    • Related Report
      2016 Research-status Report
  • [Journal Article] An Analysis of Motion Transition in Subtle Errors using Inductive Logic Programming2018

    • Author(s)
      Martono Niken Prasasti、Abe Keisuke、Yamaguchi Takehiko、Ohwada Hayato
    • Journal Title

      International Journal of Software Science and Computational Intelligence

      Volume: 10 Issue: 1 Pages: 27-37

    • DOI

      10.4018/ijssci.2018010103

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Clustering Finger Motion Data from Virtual Reality-Based Training to Analyze Patients with Mild Cognitive Impairment2016

    • Author(s)
      Niken Prasasti Martono, Takehiko Yamaguchi , Takuya Maeta, Hibiki Fujino, Yuki Kubota, Hayato Ohwada and Tania Giovanneti
    • Journal Title

      International Journal of Software Science and Computational Intelligence

      Volume: 8 Issue: 4 Pages: 29-42

    • DOI

      10.4018/ijssci.2016100102

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] An Estimation Model for the Occurrence Probability of Micro-Error: Preliminary study2018

    • Author(s)
      Takehiko Yamaguchi
    • Organizer
      3rd International Workshop on Alzheimer, MCI, and Information Technologies
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] VR技術を用いたMCI/認知症の早期発見技術およびアセスメント技術の紹介2018

    • Author(s)
      山口武彦
    • Organizer
      茅野市役所認知症部会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Characterization of Mild Cognitive Impairment Focusing on Screen Contact Data in Virtual Reality-based IADL2017

    • Author(s)
      Y. Kubota, T. Yamaguchi, T. Harada, T. Giovanetti
    • Organizer
      Human-Computer Interface International Conference 2017
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2017-07-09
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Discovering Rules of Subtle Deficits Indicating Mild Cognitive Impairment Using Inductive Logic Programming2017

    • Author(s)
      K. Abe, N. P. Martono, T. Yamaguchi, H. Ohwada, T. Giovanetti
    • Organizer
      Human-Computer Interface International Conference 2017
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2017-07-09
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Generating Rules of Action Transition in Errors in Daily Activities from a Virtual Reality-based Training Data2017

    • Author(s)
      N. P. Martono, K. Abe, T. Yamaguchi, H. Ohwada, T. Giovanetti
    • Organizer
      Human-Computer Interface International Conference 2017
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2017-07-09
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Wearable Computing Support for Objective Assessment of Function in Older Adults2017

    • Author(s)
      T. Hauser, J. Klein, P. Coulomb, S. Lehman, T. Yamaguchi, T. Giovanetti, C. C. Tan
    • Organizer
      Human-Computer Interface International Conference 2017
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2017-07-09
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] VR-IADL環境における行動特徴量を用いたMCIと健常高齢者の識別モデル2017

    • Author(s)
      窪田雄紀,山口武彦,原田哲也
    • Organizer
      第26回ライフサポート学会フロンティア講演会
    • Place of Presentation
      芝浦工業大学
    • Year and Date
      2017-03-10
    • Related Report
      2016 Research-status Report
  • [Presentation] VR-IADLタスクにおけるMicro-error検出のための特徴量抽出に関する基礎的研究2017

    • Author(s)
      岡田庸佑,山口武彦,前田拓也,三浦巧人,原田哲也,Tania Giovannetti
    • Organizer
      第26回ライフサポート学会フロンティア講演会
    • Place of Presentation
      芝浦工業大学
    • Year and Date
      2017-03-10
    • Related Report
      2016 Research-status Report
  • [Presentation] Feature Extraction based on Touch Interaction Data in Virtual Reality-based IADL for Characterization of Mild Cognitive Impairment2017

    • Author(s)
      Y. Kubota, T. Yamaguchi, T. Maeta, Y. Okatda, Y. Miura, M. N. Prasasti, H. Ohwada and T. Giovannetti
    • Organizer
      HUCAPP 2017 : 1st International Conference on Human Computer Interaction Theory and Applications
    • Place of Presentation
      Porto, Portugal
    • Year and Date
      2017-02-27
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Association Between Human Error and Heart Rate Variability in Virtual Reality-based IADL The preliminary study for MCI characterization2017

    • Author(s)
      Y. Kubota, T. Yamaguchi, E. Verhulst, P. Richard and T. Harada
    • Organizer
      International Workshop on Advanced Image Technology 2017
    • Place of Presentation
      Penang, Malaysia
    • Year and Date
      2017-01-06
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Early diagnosis of mild cognitive impairment: A case study in approaches to inductive-logic programming2017

    • Author(s)
      Niken Martono, Takehiko Yamaguchi, Hayato Ohwada
    • Organizer
      2017 IEEE 16th International Conference on Cognitive Informatics & Cognitive Computing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 振る舞い・注視行動に基づく認知・運動機能障害者の行動特徴化2016

    • Author(s)
      山口武彦
    • Organizer
      平成28年 電気学会 電子・情報・システム部門大会
    • Place of Presentation
      神戸大学
    • Year and Date
      2016-08-31
    • Related Report
      2016 Research-status Report
  • [Presentation] Utilizing Finger Movement Data to Cluster Patients with Everyday Action Impairment2016

    • Author(s)
      N. P, Martono, T. Yamaguchi and H. Ohwada
    • Organizer
      15th IEEE International Conference on COGNITIVE INFORMATICS & COGNITIVE COMPUTING
    • Place of Presentation
      California, USA
    • Year and Date
      2016-08-22
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] VR-IADLにおける心拍変動の特徴解析 ~ 軽度認知障害早期発見のための予備的研究 ~2016

    • Author(s)
      窪田雄紀, 山口武彦, オレリィ バーロスト, ポール リチャード, 原田哲也
    • Organizer
      第85回 福祉情報工学研究会
    • Place of Presentation
      山梨大学
    • Related Report
      2016 Research-status Report
  • [Patent(Industrial Property Rights)] 判定値算出装置,方法,及びプログラム,マイクロエラー発生判断装置,方法2018

    • Inventor(s)
      山口武彦
    • Industrial Property Rights Holder
      山口武彦
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2018-052167
    • Filing Date
      2018
    • Related Report
      2017 Annual Research Report
  • [Patent(Industrial Property Rights)] 被験者判断装置、方法、及びプログラム2017

    • Inventor(s)
      山口武彦
    • Industrial Property Rights Holder
      東京理科大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2017-033899
    • Filing Date
      2017-02-24
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2022-06-07  

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