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A study on a language emergence model based on causality-oriented reasoning

Research Project

Project/Area Number 15K14008
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Control engineering/System engineering
Research InstitutionOsaka University

Principal Investigator

Ishikawa Masato  大阪大学, 工学研究科, 教授 (20323826)

Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords言語獲得 / 自律分散システム / 移動ロボット / 因果誘引仮説 / 自律分散ネットワーク / 自己組織化 / 因果誘因仮説
Outline of Final Research Achievements

In this paper, we discussed spatio-temporal pattern formation through continuous communication among multi-agents, with particular focus on effect of locomotion. Starting from a hypothesis that the driving force for language formation is ‘innate motivation of humans to establish consistent communication', we propose a simple model composed of speaker agents and a field in which the agents are allowed to move around. Each agent is capable of memorizing its itinerary of locomotion, and tells it to other agents according its own grammar, while it also tries to infer the others’ internal grammar by logically comparing the actual and the spoken itineraries. The proposed model is examined by numerical simulation, with observation of emergence of a common grammar, geographical variation and influence of agent-behavior parameters.

Academic Significance and Societal Importance of the Research Achievements

本研究は言語の成立と変容の過程すなわち「言語がいかにして生まれ,時間とともに変容し,また地理的な差異を生じてゆくのか」、そしてその過程で時空間的・情報的制約がどのような役割を演ずるのか、という素朴な問いに端を発したものである. 言語は人間の知的活動の産物ではあるが,限られた情報処理能力しか持たない人間集団による時間的・地理的な制約下でのコミュニケーションを介して形成されたものであるという,物理現象に近い普遍性も強く持っている.本研究は「移動」というファクターに焦点を当てることによってこの問題を適切に限定し,数理モデルによって具体的な検証を行ったものである.

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

    (8 results)

All 2019 2018 2017 2016

All Journal Article (1 results) Presentation (7 results) (of which Int'l Joint Research: 2 results)

  • [Journal Article] Models under the Sand: Understanding Causality by Data-Driven Approach2019

    • Author(s)
      石川 将人
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 58 Issue: 3 Pages: 161-165

    • DOI

      10.11499/sicejl.58.161

    • NAID

      130007617592

    • ISSN
      0453-4662, 1883-8170
    • Year and Date
      2019-03-10
    • Related Report
      2018 Annual Research Report
  • [Presentation] A study on a language emergence model based on causality-oriented reasoning2019

    • Author(s)
      Masato Ishikawa
    • Organizer
      24th International Symposium on Artificial Life and Robotics
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] モデルベース強化学習のための敵対的生成ネットワークによる環境ダイナミクス予測2019

    • Author(s)
      平野,南,石川
    • Organizer
      計測自動制御学会関西支部・システム制御情報学会若手研究発表会
    • Related Report
      2018 Annual Research Report
  • [Presentation] ニューラルネットの動的量子化に関する一考察2018

    • Author(s)
      池田智裕,南裕樹,石川将人
    • Organizer
      第62回システム制御情報学会研究発表講演会(発表予定)
    • Related Report
      2017 Research-status Report
  • [Presentation] 因果関係を理解するためのデータ駆動手法とモデル駆動アプローチ2017

    • Author(s)
      石川,平野,本多,南,大須賀
    • Organizer
      計測自動制御学会制御部門マルチシンポジウム
    • Place of Presentation
      岡山,日本
    • Year and Date
      2017-03-07
    • Related Report
      2016 Research-status Report
  • [Presentation] Effect of Heterogeneity in Distributed Building Formation by Autonomous Climbing Agents2017

    • Author(s)
      Yuichiro Sueoka, Kohei Kubota, Masato Ishikawa, Koichi Osuka
    • Organizer
      The 20th International Conference series on Climbing and Walking Robots and the Support Technologies for Mobile Machines (CLAWAR2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] On heterogeneity in foraging by ant-like colony: how local affects global and vice versa2016

    • Author(s)
      Y. Sueoka, K. Nakayama, M. Ishikawa, Y. Sugimoto, K. Osuka
    • Organizer
      10th Int'l. Conf. on Swarm Intelligence
    • Place of Presentation
      Brussels, Belgium
    • Year and Date
      2016-09-07
    • Related Report
      2016 Research-status Report
  • [Presentation] シロアリに着想を得た自律分散移動体による構造物形成の解析2016

    • Author(s)
      末岡,久保田,石川,杉本,大須賀
    • Organizer
      第28回自律分散システムシンポジウム
    • Place of Presentation
      広島大学(東広島市)
    • Year and Date
      2016-01-21
    • Related Report
      2015 Research-status Report

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

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