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Understanding the spatio-temporal dynamics of archaeological sites across the Japanese archipelago using natural language processing

Research Project

Project/Area Number 21K21323
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeMulti-year Fund
Review Section 1002:Human informatics, applied informatics and related fields
Research InstitutionOsaka Institute of Technology

Principal Investigator

Fumihiro Sakahira  大阪工業大学, 情報科学部, 准教授 (70578129)

Project Period (FY) 2021-08-30 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2022: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2021: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords自然言語処理 / 考古遺跡 / 発掘調査報告書
Outline of Research at the Start

本研究はマクロ的な歴史現象に関する考古学研究のために、①発掘調査報告書の文章に対して自然言語処理技術を適用し、発掘調査報告書間の類似度を算出することで、類似度の高い、つまり文化的に関連する遺跡同士を抽出する手法を開発する。②本手法の適用例として縄文から弥生への文化変容について約1万間の日本列島全体における大局的な展開を検討する。

Outline of Final Research Achievements

This study developed a method to extract culturally related archaeological sites with high similarity by applying natural language processing (NLP) techniques to excavation reports and calculating the similarity between these reports. Specifically, NLP was applied to the excavation reports of sites classified as similar in existing archaeological research papers, and their similarity was calculated to verify the consistency with the classifications in the existing research papers. As a result, it was found that this approach is effective for excavation reports, which often contain many variations in the notation of technical terms and have not yet been sufficiently developed as a corpus.

Academic Significance and Societal Importance of the Research Achievements

本手法を開発することで考古学研究者は、遺物や遺構など複雑な要素で構成される文化の伝播を研究する際に、従来のように発掘調査報告書を1冊ずつ虱潰しに読んだうえで必要な情報かどうかを判断するという多大な労力から解放されることで、容易に長期間の広域における大局的な展開の把握が可能となる。さらに、従来では見落としていた遺跡の情報が抽出される場合もあり、再発見や再解釈につながることが期待できる。さらに、この成果は個別の研究のみならず、考古学の研究方法の変革や学術文書検索システムのアルゴリズム改良にも貢献することが期待できる。

Report

(4 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Research-status Report
  • 2021 Research-status Report
  • Research Products

    (14 results)

All 2024 2023 2022 2021

All Journal Article (6 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 6 results,  Open Access: 6 results) Presentation (8 results) (of which Int'l Joint Research: 2 results,  Invited: 2 results)

  • [Journal Article] Social Network Analysis of Ancient Japanese Obsidian Artifacts Reflecting Sampling Bias Reduction2024

    • Author(s)
      Fumihiro Sakahira , Hiro'omi Tsumura
    • Journal Title

      CAA2023 Conference Proceedings

      Volume: -

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Social Network Analysis of Ancient Japanese Obsidian Artifacts Reflecting Sampling Bias Reduction2024

    • Author(s)
      Sakahira Fumihiro、Tsumura Hiroomi
    • Journal Title

      Peer Community Journal

      Volume: 4

    • DOI

      10.24072/pcjournal.409

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Understanding Cultural Similarities of Archaeological Sites from Excavation Reports Using Natural Language Processing Technique2023

    • Author(s)
      Fumihiro Sakahira, Yuji Yamaguchi, Takao Terano
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 27 Issue: 3 Pages: 394-403

    • DOI

      10.20965/jaciii.2023.p0394

    • ISSN
      1343-0130, 1883-8014
    • Year and Date
      2023-05-20
    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Tipping points of ancient Japanese Jomon trade networks from social network analyses of obsidian artifacts2023

    • Author(s)
      Sakahira Fumihiro、Tsumura Hiroomi
    • Journal Title

      Frontiers in Physics

      Volume: 10

    • DOI

      10.3389/fphy.2022.1015870

    • Related Report
      2022 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Evaluating Cultural Similarities Extracted from Excavation Reports of Archaeological Sites with Natural Language Processing2022

    • Author(s)
      Fumihiro Sakahira, Yuji Yamaguchi, Takao Terano
    • Journal Title

      Proceedings of the Fourteen Japan-China International Workshop on Information Technology and Control

      Volume: -

    • Related Report
      2022 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Designing cascading disaster networks by means of natural language processing2021

    • Author(s)
      Sakahira Fumihiro、Hiroi U
    • Journal Title

      International Journal of Disaster Risk Reduction

      Volume: 66 Pages: 102623-102623

    • DOI

      10.1016/j.ijdrr.2021.102623

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Plenary Lecture: Evaluating Cultural Similarities Extracted from Excavation Reports of Archaeological Sites with Natural Language Processing2022

    • Author(s)
      Fumihiro Sakahira, Yuji Yamaguchi, Takao Terano
    • Organizer
      The Fourteen Japan-China International Workshop on Information Technology and Control Applications
    • Related Report
      2022 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] リアルタイム型災害連鎖未来予測システムの検討2022

    • Author(s)
      廣井悠, 坂平文博
    • Organizer
      第17回防災計画研究発表会ー防災分野におけるオープンソースインテリジェンス(OSINT)創出と利活用推進
    • Related Report
      2022 Research-status Report
  • [Presentation] 発掘調査報告書の自然言語処理による文化的に類似した遺跡の抽出の試み2022

    • Author(s)
      坂平文博, 山口雄治
    • Organizer
      第76回日本人類学会大会・第38回日本霊長類学会大会連合大会
    • Related Report
      2022 Research-status Report
  • [Presentation] 文化的相転移の定量評価手法の提案2022

    • Author(s)
      岸本幹史, 大澤僚也, 山口雄治, 坂平文博, 津村宏臣
    • Organizer
      日本文化財科学会第39回大会
    • Related Report
      2022 Research-status Report
  • [Presentation] 遺伝的アルゴリズムを応用した進化シミュレーション2022

    • Author(s)
      大澤僚也, 岸本幹史, 山口雄治, 坂平文博, 津村宏臣
    • Organizer
      日本文化財科学会第39回大会
    • Related Report
      2022 Research-status Report
  • [Presentation] 新聞記事に基づく災害因果ネットワークにおけるカスケード効果の評価2022

    • Author(s)
      坂平文博, 廣井悠
    • Organizer
      日本セキュリティ・マネジメント学会第35回全国大会
    • Related Report
      2022 Research-status Report
    • Invited
  • [Presentation] Social Network Analysis of Ancient Japanese Obsidian Artifacts with Reduced Sampling Bias2022

    • Author(s)
      Fumihiro Sakahira, Hiro'omi Tsumura
    • Organizer
      International Conference on Computer Applications & Quantitative Methods in Archaeology
    • Related Report
      2022 Research-status Report
    • Int'l Joint Research
  • [Presentation] ネオーパレオデモグラフィ創成のプロトコル2022

    • Author(s)
      津村宏臣, 坂平文博, 原尚幸
    • Organizer
      考古学研究会第68回総会・研究集会
    • Related Report
      2021 Research-status Report

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Published: 2021-10-22   Modified: 2025-01-30  

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