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Construction of Language Aquisition Model with Cognitive Biases

Research Project

Project/Area Number 15K16013
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Cognitive science
Research InstitutionNational Institute of Technology, Toyama College

Principal Investigator

Matoba Ryuichi  富山高等専門学校, 電子情報工学科, 准教授 (30592323)

Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords認知バイアス / 言語獲得 / 繰り返し学習モデル / 第一言語獲得 / 繰り返し学習 / 言語進化
Outline of Final Research Achievements

It is well known that the cognitive biases much accelerates the vocabulary learning, also some related researches reports that efficacy of them also help to acquire grammar rules faster. The efficacy of the cognitive biases enables infants to connect an utterance to its meaning, even one uttered situation contains many possible meanings. In this study, we constructed Meaning Selection Iterated Learning Model and the method for measuring language distance between generations, and evaluated the efficacy of the cognitive bias in grammar acquisition.

Academic Significance and Societal Importance of the Research Achievements

これまでの認知バイアスと言語獲得の関係は,主に語彙獲得に焦点が当てられており,人間の言語獲得という大きな問題に関して語彙だけに限定してバイアスの有効性を主張するのでは不十分である.本研究では,言語進化モデルである繰り返し学習モデルに共同注視の枠組みを導入することで意味の多重性を表現するモデルを作成した.また,モデルにおけるエージェントの学習能力として認知バイアスを持たせることで,文法獲得における認知バイアスの効果を計算機シミュレーションによって示した.

Report

(5 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (15 results)

All 2019 2018 2017 2016

All Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results) Presentation (14 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Effect of symmetry bias on linguistic evolution2016

    • Author(s)
      H. Sudo , R. Matoba, T. Cooper, A. Tsukada
    • Journal Title

      Artificial Life and Robotics, (), 1-8

      Volume: 21 Issue: 2 Pages: 207-214

    • DOI

      10.1007/s10015-016-0276-7

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] 実世界における繰り返し学習実験2019

    • Author(s)
      米澤智貴
    • Organizer
      平成30年度北陸地区学生による研究発表会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Study of the Influence of an Obstacle on Evacuation Behavior Using Malti-Agent Simulation Where the Intimate Space Around Each Agent Is Cosidered2019

    • Author(s)
      Asuka Hashimoto
    • Organizer
      The 11th International Conference on Computer Modeling and Simulation
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 為替レートの変動予測システムの提案2018

    • Author(s)
      御厨凌太
    • Organizer
      情報処理学会第80回全国大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 深層学習を用いた剪定技術の再現2018

    • Author(s)
      堺瑞起
    • Organizer
      情報処理学会第80回全国大会
    • Related Report
      2017 Research-status Report
  • [Presentation] マルチエージェントシステムを用いた企業競争における後発優位性の分析2018

    • Author(s)
      野村洋介
    • Organizer
      情報処理学会第80回全国大会
    • Related Report
      2017 Research-status Report
  • [Presentation] ディレクトリ型検索エンジンにおけるWebページのカテゴリ自動分類2017

    • Author(s)
      細川誠介,的場隆一
    • Organizer
      言語処理学会第23回年次大会
    • Place of Presentation
      筑波大学,(茨城県,つくば市)
    • Year and Date
      2017-03-13
    • Related Report
      2016 Research-status Report
  • [Presentation] Extractive Text Summarization Implemented with SKG Formula2017

    • Author(s)
      Nann Kawdavid, Ryuichi Matoba
    • Organizer
      言語処理学会第23回年次大会
    • Place of Presentation
      筑波大学,(茨木県,つくば市)
    • Year and Date
      2017-03-13
    • Related Report
      2016 Research-status Report
  • [Presentation] Simulation of Language Evolution Based on Actual Diachronic Change Extracted from Legal Terminology2017

    • Author(s)
      Makoto Nakamura, Yuya Hayashi, Ryuichi Matoba
    • Organizer
      9th International Conference on Agents and Artificial Intelligence
    • Place of Presentation
      Porto, Portugal
    • Year and Date
      2017-02-24
    • Related Report
      2016 Research-status Report
  • [Presentation] Applying Overextension to First Language Acquisition in a Joint Attention Frame2017

    • Author(s)
      Ryuichi Matoba, Yuha Hayashi, Shingo Hagiwara
    • Organizer
      22nd International Symposium on Artificial Life and Robotics
    • Place of Presentation
      B-Con PLAZA,(大分県,別府市)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
  • [Presentation] Automatic Construction of Emotion Corpus with Emotion Estimation by Naive Bayes2017

    • Author(s)
      Ryuichi Matoba, Yusaku Funane, Todd Cooper
    • Organizer
      22nd International Symposium on Artificial Life and Robotics
    • Place of Presentation
      B-Con PLAZA, (大分県,別府市)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
  • [Presentation] Applying Extended Interpretation to First Language Acquisition under Joint Attention Frame2016

    • Author(s)
      Yuya Hahashi, Ryuichi Matoba
    • Organizer
      2016 International Conference on Engineering and Technology(ICET2016)
    • Place of Presentation
      Toyama Prefectural Civic Centre, (富山県,富山市)
    • Year and Date
      2016-10-13
    • Related Report
      2016 Research-status Report
  • [Presentation] Emotion Estimation and Automatic Construction of Emotion Corpus by Naive Bayes2016

    • Author(s)
      Yuya Funane, Ryuichi Matoba
    • Organizer
      2016 International Conference on Engineering and Technology(ICET2016)
    • Place of Presentation
      Toyama Prefectural Civic Centre, (富山県,富山市)
    • Year and Date
      2016-10-13
    • Related Report
      2016 Research-status Report
  • [Presentation] 拡大解釈を導入した共同注視環境における第一言語獲得2016

    • Author(s)
      林裕也,萩原信吾,的場隆一
    • Organizer
      電子情報通信学会ソサエティ大会
    • Place of Presentation
      北海道大学,(北海道,札幌市)
    • Year and Date
      2016-09-20
    • Related Report
      2016 Research-status Report
  • [Presentation] ナイーブベイズ分類による文の感情推定と感情コーパスの自動生成2016

    • Author(s)
      舟根優作,的場隆一
    • Organizer
      とやま産学官金交流会2016
    • Place of Presentation
      富山国際会議場,(富山県,富山市)
    • Related Report
      2016 Research-status Report

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Published: 2015-04-16   Modified: 2020-03-30  

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