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A Study on Modeling Text Reading Behaviors

Research Project

Project/Area Number 23650076
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionNational Institute of Informatics

Principal Investigator

AIZAWA Akiko  国立情報学研究所, コンテンツ科学研究系, 教授 (90222447)

Project Period (FY) 2011 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2011: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords視線計測 / 読解行動 / テキスト理解 / 自然言語処理 / 言語インタフェース / 視線計測装置 / 視線計測誤差 / 行動予測 / 文書構造理解 / 文書構造解析
Research Abstract

This research investigated a method for modeling human text reading behavior using both the eye-movement and linguistic analysis of the target text. First, we proposed a method for compensating gaze position measurement errors using text-reading specific information such as a word-bounding boxes layout and human reading patterns. Next, we studied models to predict human reading actions. In our formulation, each word in a document was characterized by fixation duration time, a position in a document, and linguistic features such as POS tag. The proposed models were verified through experiments using an existing gaze-corpus or experiments with our own subjects

Report

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

    (23 results)

All 2013 2012 Other

All Presentation (23 results) (of which Invited: 2 results)

  • [Presentation] "Eye-data to Validate Readability Models for Diagnosis"2013

    • Author(s)
      Pascual Martinez-Gomez, Akiko Aizawa
    • Organizer
      17th European Conference on Eye Movements (ECEM 2013)
    • Place of Presentation
      Lund, Sweden
    • Year and Date
      2013-08-13
    • Related Report
      2012 Final Research Report
  • [Presentation] "Modeling Comma Placement in Chinese Text for Better Readability using Linguistic Features and Gaze Information"2013

    • Author(s)
      Tadayoshi Hara, Chen Chen, Yoshinobu Kano, Akiko Aizawa
    • Organizer
      In the Second Workshop on Predicting and Improving Text Readability for Target Reader Populations (PITR 2013)
    • Place of Presentation
      Sofia, Bulgaria
    • Year and Date
      2013-08-08
    • Related Report
      2012 Final Research Report
  • [Presentation] "視線情報に基づいたテキスト幅の最適化"2013

    • Author(s)
      冨田恭平, 原忠義, 相澤彰子
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山国際会議場(富山)
    • Year and Date
      2013-06-05
    • Related Report
      2012 Final Research Report
  • [Presentation] Eye-data to Validate Readability Models for Diagnosis2013

    • Author(s)
      Pascual Martinez-Gomez, Akiko Aizawa
    • Organizer
      The 17th European Conference on Eye Movements (ECEM 2013)
    • Place of Presentation
      Lund, Sweden
    • Related Report
      2012 Annual Research Report
  • [Presentation] 視線情報に基づいたテキスト幅の最適化2013

    • Author(s)
      冨田恭平, 原忠義, 相澤彰子
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山国際会議場(富山市)
    • Related Report
      2012 Annual Research Report
  • [Presentation] "Predicting Word Fixations in Text with a CRF Model for Capturing General Reading Strategies among Readers"2012

    • Author(s)
      Tadayoshi Hara, Daichi Mochihashi, Yoshinobu Kano, Akiko Aizawa
    • Organizer
      In the Workshop on Eye-Tracking and Natural Language Processing (ETNLP) of 24th International Conference on Computational Linguistics
    • Place of Presentation
      Mumbai, India
    • Year and Date
      2012-12-15
    • Related Report
      2012 Final Research Report
  • [Presentation] "Recognizing personal characteristics of readers using eye-movements and text features"2012

    • Author(s)
      Pascual Martinez-Gomez, Tadayoshi Hara, Akiko Aizawa
    • Organizer
      Conference on Computational Linguistics (COLING 2012)
    • Place of Presentation
      Mumbai, India
    • Year and Date
      2012-12-08
    • Related Report
      2012 Final Research Report
  • [Presentation] "Reading as a translation process: issues in alignment of gaze and textual information"2012

    • Author(s)
      Akiko Aizawa
    • Organizer
      Workshop on Future Directions in Translation Research
    • Place of Presentation
      Todaiji Culture Center
    • Year and Date
      2012-12-04
    • Related Report
      2012 Final Research Report
  • [Presentation] "Towards the Integration of Natural Language and Eye Tracking Information for Predicting Comma Placement in Chinese Sentence"2012

    • Author(s)
      Chen Chen, Yoshinobu Kano, Akiko Aizawa
    • Organizer
      第11回情報科学技術フォーラム(FIT2012)
    • Place of Presentation
      法政大学小金井キャンパス(小金井)
    • Year and Date
      2012-09-06
    • Related Report
      2012 Final Research Report
  • [Presentation] "Synthesizing Image Representations of Linguistic and Topological Features for Predicting Areas of Attention"2012

    • Author(s)
      Pascual Martinez-Gomez, Tadayoshi Hara, Chen Chen, Kyohei Tomita, Yoshinobu Kano, Akiko Aizawa
    • Organizer
      The 12th Pacific Rim International Conference on Artificial Intelligence (PRICAI 2012)
    • Place of Presentation
      Kuching, Malaysia
    • Year and Date
      2012-09-03
    • Related Report
      2012 Final Research Report
  • [Presentation] "OCRを用いた視線情報と閲覧テキストの言語的特徴の関連付け"2012

    • Author(s)
      冨田恭平, 相澤彰子, Martinez-Gomez Pascual, 陳〓, 原忠義, 狩野芳伸
    • Organizer
      言語処理学会第18回年次大会
    • Place of Presentation
      広島市立大学(広島)
    • Year and Date
      2012-03-16
    • Related Report
      2012 Final Research Report
  • [Presentation] "視線情報と言語処理"2012

    • Author(s)
      相澤彰子
    • Organizer
      情報処理学会東海支部第7回講演会 招待講演
    • Place of Presentation
      名古屋大学(名古屋)
    • Year and Date
      2012-03-02
    • Related Report
      2012 Final Research Report
  • [Presentation] "Image registration for text-gaze alignment"2012

    • Author(s)
      Pascual Martinez-Gomez, Chen Chen, Tadayoshi Hara, Yoshinobu Kano, Akiko Aizawa
    • Organizer
      Proceedings of the 2012 ACM international conference on Intelligent User Interfaces
    • Place of Presentation
      Lisbon, Portugal
    • Year and Date
      2012-02-14
    • Related Report
      2012 Final Research Report
  • [Presentation] Recognizing personal characteristics of readers using eye-movements and text features2012

    • Author(s)
      Pascual Martinez-Gomez, Tadayoshi Hara, Akiko Aizawa
    • Organizer
      The 24th International Conference on Computational Linguistics (COLING 2012)
    • Place of Presentation
      Mumbai, India
    • Related Report
      2012 Annual Research Report
  • [Presentation] Predicting Word Fixations in Text with a CRF Model for Capturing General Reading Strategies among Readers2012

    • Author(s)
      Tadayoshi Hara, Daichi Mochihashi, Yoshinobu Kano, Akiko Aizawa
    • Organizer
      Workshop on Eye-Tracking and Natural Language Processing (ETNLP) of 24th International Conference on Computational Linguistics (COLING 2012)
    • Place of Presentation
      Mumbai, India
    • Related Report
      2012 Annual Research Report
  • [Presentation] Reading as a Translation Process: Issues in Alignment of Gaze and Textual Information2012

    • Author(s)
      Akiko Aizawa
    • Organizer
      The Workshop on Future Directions in Translation Research
    • Place of Presentation
      東大寺総合文化センター(奈良市)
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Synthesizing Image Representations of Linguistic and Topological Features for Predicting Areas of Attention2012

    • Author(s)
      Pascual Martinez-Gomez, Tadayoshi Hara, Chen Chen, Kyohei Tomita, Yoshinobu Kano, Akiko Aizawa
    • Organizer
      The 12th Pacific Rim International Conference on Artificial Intelligence (PRICAI 2012)
    • Place of Presentation
      Kuching, Malaysia
    • Related Report
      2012 Annual Research Report
  • [Presentation] Towards the Integration of Natural Language and Eye Tracking Information for Predicting Comma Placement in Chinese Sentence2012

    • Author(s)
      Chen Chen, Yoshinobu Kano, Akiko Aizawa
    • Organizer
      第11回情報科学技術フォーラム(FIT2012)
    • Place of Presentation
      法政大学小金井キャンパス(小金井市)
    • Related Report
      2012 Annual Research Report
  • [Presentation] 視線情報と言語処理

    • Author(s)
      相澤彰子
    • Organizer
      情報処理学会東海支部第7回講演会
    • Place of Presentation
      名古屋大学東山キャンパス(名古屋市)
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] OCRを用いた視線情報と閲覧テキストの言語的特徴の関連付け

    • Author(s)
      冨田恭平, 相澤彰子, Martinez-Gomez Pascual, 陳チェン, 原忠義, 狩野芳伸
    • Organizer
      言語処理学会第18回年次大会
    • Place of Presentation
      広島市
    • Related Report
      2011 Research-status Report
  • [Presentation] Image registration for text-gaze alignment.

    • Author(s)
      Pascual Martinez-Gomez, Chen Chen, Tadayoshi Hara, Yoshinobu Kano, Akiko Aizawa
    • Organizer
      2012 ACM International Conference on Intelligent User Interfaces (IUI 2012)
    • Place of Presentation
      リスボン(ポルトガル)
    • Related Report
      2011 Research-status Report
  • [Presentation] Quantitative analysis and inference on gaze data using natural language processing techniques

    • Author(s)
      Pascual Martinez-Gomez
    • Organizer
      2012 ACM International Conference on Intelligent User Interfaces (IUI 2012)
    • Place of Presentation
      リスボン(ポルトガル)
    • Related Report
      2011 Research-status Report
  • [Presentation] Synthesizing Image Representations of Linguistic Features over a Text for Predicting Areas of Attention in Reading

    • Author(s)
      Pascual Martinez-Gomez, Tadayoshi Hara, Chen Chen, Kyohei Tomita, Yoshinobu Kano and Akiko Aizawa
    • Organizer
      12th Pacific Rim International Conference on Artificial Intelligence (accepted)
    • Place of Presentation
      クチン(マレーシア)
    • Related Report
      2011 Research-status Report

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

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