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Development of evalaution procedure for understanding contents presented using features of oculo-motors

Research Project

Project/Area Number 23650528
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Educational technology
Research InstitutionTokyo Institute of Technology

Principal Investigator

NAKAYAMA Minoru  東京工業大学, 大学院・社会理工学研究科, 教授 (40221460)

Project Period (FY) 2011 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2012: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2011: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywordsヒューマン / インターフェイス / 眼球運動 / 瞳孔 / 内容理解 / 理解度 / 回答評価 / 高速逐次提示
Research Abstract

A model-based approach was proposed to estimate users' contextual understanding from features of their eye movements while viewing question statements in response to definition statements. Features of eye movements were defined as a sequence of symbols, saccade and fixation. Eye movements were modeled using hidden Markov models for the sequential data, which has 2 states, "certain" and "uncertain". As a result, feasibility of chronological prediction using the model is examined.

Report

(3 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Research-status Report
  • Research Products

    (19 results)

All 2014 2013 2012 2011 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (14 results) Remarks (1 results)

  • [Journal Article] Prediction of Recall Accuracy in Contextual Understanding Tasks using Features of Oculo-motors2014

    • Author(s)
      Minoru Nakayama
    • Journal Title

      Universal Access in the Information Society

      Volume: 印刷中

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 視覚刺激に対する視覚誘発電位を用いた可読性評価に関する一検討2011

    • Author(s)
      藤本正志, 中山実
    • Journal Title

      電子情報通信学会論文誌

      Volume: J94-D Pages: 929-931

    • NAID

      110008661387

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] 着色文字の色情報が語句探索時間に与える効果の一検討2011

    • Author(s)
      成井智祐, 中山実
    • Journal Title

      日本教育工学会論文誌

      Volume: 35(1) Pages: 95-98

    • NAID

      110008686426

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Prediction of recall accuracy in contextual understanding tasks using features of oculo-motors

    • Author(s)
      M.Nakayama and Y.Hayashi
    • Journal Title

      Springer, Universal Access in the Information Society

      Volume: (印刷中)

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Presentation] Chronological prediction of certaintly in recall tests using Markov models of eye movements2013

    • Author(s)
      N.Takahashi,M.Nakayama
    • Organizer
      BIOTECHNO2013
    • Place of Presentation
      Lisbon,Portugal
    • Year and Date
      2013-03-27
    • Related Report
      2012 Final Research Report
  • [Presentation] How stimulus image features of Kanji characters influence the absence of attention2012

    • Author(s)
      H.Yago,M.Nakayama
    • Organizer
      AVA Christmas Meeting
    • Place of Presentation
      London,UK
    • Year and Date
      2012-12-18
    • Related Report
      2012 Final Research Report
  • [Presentation] 隠れマルコフモデルによる眼球運動特徴量を用いた回答正誤予測の検討2012

    • Author(s)
      高橋直也,中山実
    • Organizer
      電子情報通信学会HIP研究会
    • Place of Presentation
      神戸
    • Year and Date
      2012-03-29
    • Related Report
      2012 Final Research Report
  • [Presentation] 眼球情報による課題回答者の状態推定に関する基礎的検討2012

    • Author(s)
      中山実
    • Organizer
      第5回テスト学会ワークショップ
    • Place of Presentation
      東京
    • Year and Date
      2012-03-22
    • Related Report
      2012 Final Research Report
  • [Presentation] ChronologicalAccomodation of Oculo-motors in Response to Varying Sizes of Visual Stimuli2012

    • Author(s)
      Minoru Nakayama, Masashi Fujimoto
    • Organizer
      IEEE 11th International Conference on Trust, Security and Privacy in Computing and Communications
    • Place of Presentation
      Liverpool
    • Related Report
      2012 Annual Research Report
  • [Presentation] Estimation of Eye Condition using Waveform Shapes of Pupil Light Responses to Chromatic Stimuli2012

    • Author(s)
      Minoru Nakayama, Wioletta Nowak, Hitoshi Ishikawa, Ken Asakawa, Yoshiaki Ichibe
    • Organizer
      the Federal Conference on Computer Science and Information System
    • Place of Presentation
      Wroclaw
    • Related Report
      2012 Annual Research Report
  • [Presentation] 眼球情報による課題回答者の状態推定に関する基礎的検討2012

    • Author(s)
      中山実
    • Organizer
      日本テスト学会ワークショップ(招待講演)
    • Place of Presentation
      成蹊大学、東京
    • Related Report
      2011 Research-status Report
  • [Presentation] 隠れマルコフモデルによる眼球運動特徴量を用いた回答正誤予測の検討2012

    • Author(s)
      高橋直也、中山実
    • Organizer
      電子情報通信学会PRMU/HIP研究会
    • Place of Presentation
      神戸大学、神戸
    • Related Report
      2011 Research-status Report
  • [Presentation] Prediction of Recall Accuracy in a Contextual Understanding Task using Eye Movement Features2011

    • Author(s)
      Minoru Nakayama, Yuko Hayashi
    • Organizer
      IEEE CIMSIVP
    • Place of Presentation
      Paris Diderot University, Paris, France
    • Related Report
      2011 Research-status Report
  • [Presentation] Eye accommodation behaiviour in response to sizes of visual stimuli2011

    • Author(s)
      Minoru Nakayama, Masashi Fujimoto
    • Organizer
      European Conference on Eye-movement
    • Place of Presentation
      University of Provence, Marseille, France
    • Related Report
      2011 Research-status Report
  • [Presentation] Pupillary Oscillations in Response to Varying Sizes of Visual Stimuli2011

    • Author(s)
      Minoru Nakayama, Masashi Fujimoto
    • Organizer
      Pupil colloquium
    • Place of Presentation
      Schloss Hohentuebingen, Tuebingen, Germany
    • Related Report
      2011 Research-status Report
  • [Presentation] How stimulus image features of Kanji characters influence the absence of attention

    • Author(s)
      Hinako Yago, Minoru Nakayama
    • Organizer
      Applied Vision Association
    • Place of Presentation
      London
    • Related Report
      2012 Annual Research Report
  • [Presentation] RSVP課題における漢字刺激の画像特徴量の影響

    • Author(s)
      矢後妃奈子、中山実
    • Organizer
      電子情報通信学会HIP研究会
    • Place of Presentation
      那覇
    • Related Report
      2012 Annual Research Report
  • [Presentation] Chronological Prediction of Certainty in Recall Tests using Markov Models of Eye Movements

    • Author(s)
      Noaya Takahashi and Minoru Nakayama
    • Organizer
      The Fifth International Conference on Bioinformatics, Biocomputational Systems and Biotechnologies
    • Place of Presentation
      Lisbon
    • Related Report
      2012 Annual Research Report
  • [Remarks]

    • URL

      http://www.nk.cradle.titech.ac.jp/~nakayama

    • Related Report
      2012 Final Research Report

URL: 

Published: 2011-08-05   Modified: 2019-07-29  

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