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Research on Knowledge Extraction from Ancient Mongolian Historical Documents using Deep Learning

Research Project

Project/Area Number 17K00457
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Library and information science/Humanistic social informatics
Research InstitutionRitsumeikan University

Principal Investigator

BATJARGAL BILIGSAIKHAN  立命館大学, 衣笠総合研究機構, 研究員 (30725396)

Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2020: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2019: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2018: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywordsdeep learning / historical documents / traditional Mongolian / machine learning / named entity extraction / deep learming / Deep learning / 情報検索 / 情報図書館学 / 情報システム
Outline of Final Research Achievements

In this research, an information extraction and analysis method for digitized ancient Mongolian historical documents is proposed. The proposed method extracts features from historical manuscripts by utilizing deep learning techniques. Extracted deep features are utilized for building retrieval systems that encode the interpretations of ancient Mongolian words, as well as features for recognizing different letters with the same shape. Digital representations of ancient historical manuscripts with annotated ancient Mongolian texts along with the scanned images of manuscripts could be used as scholarly tools. The proposed methods were applied not only to Mongolian historical manuscripts but also to Oracle bone script and Ukiyo-e, a Japanese traditional art.

Academic Significance and Societal Importance of the Research Achievements

本研究は歴史的文書の分析にかかる時間と手間を軽減することができると考えられる。現代モンゴル語の文書には含まれない隠れた知識を伝統的モンゴル文字の古文書から発見できると考えられる。提案方法を用いた歴史的文書の分析結果を分かりやすく表示するシステムはどんなユーザーにも利益をもたらすことが期待されている。さらに、歴史書類のデジタル化を研究対象にしている学者に大きく貢献すると考えられる。

Report

(5 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (34 results)

All 2021 2020 2019 2018 2017

All Journal Article (5 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 4 results,  Open Access: 2 results) Presentation (28 results) (of which Int'l Joint Research: 13 results) Book (1 results)

  • [Journal Article] Learning Japanese-English Bilingual Word Embeddings by Using Language Specificity2021

    • Author(s)
      Yuting Song, Biligsaikhan Batjargal, and Akira Maeda
    • Journal Title

      International Journal of Asian Language Processing

      Volume: 30 Issue: 03 Pages: 1-18

    • DOI

      10.1142/s2717554520500149

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Character Segmentation in Asian Collector's Seal Imprints: An Attempt to Retrieval Based on Ancient Character Typeface2021

    • Author(s)
      Kangying Li、Biligsaikhan Batjargal、Akira Maeda
    • Journal Title

      Journal of Data Mining and Digital Humanities

      Volume: Vol. HistoInformatics Pages: 1-19

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Linking Ukiyo-e Records across Languages: An Application of Cross-Language Record Linkage Techniques to Digital Cultural Collections2020

    • Author(s)
      Song Yuting、Batjargal Biligsaikhan、Maeda Akira
    • Journal Title

      Asia-Japan Research Academic Bulletin

      Volume: Vol.1, 52 Pages: 1-7

    • Related Report
      2020 Annual Research Report
  • [Journal Article] Cross-Language Record Linkage based on Semantic Matching of Metadata2019

    • Author(s)
      Yuting SONG, Biligsaikhan BATJARGAL, Akira MAEDA
    • Journal Title

      日本データベース学会英文論文誌(DBSJ Journal)

      Volume: 17巻1号 Pages: 1-18

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Recognition and Transliteration of Proper Nouns in Cross-Language Record Linkage by Constructing Transliterated Word Pairs2017

    • Author(s)
      Yuting Song, Biligsaikhan Batjargal, and Akira Maeda
    • Journal Title

      International Journal of Asian Language Processing

      Volume: 27 Pages: 111-125

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] 深層学習モデルに基づく浮世絵画像検索システムの開発2021

    • Author(s)
      王 嘉韻、Batjargal Biligsaikhan、前田 亮、川越 恭二、赤間 亮
    • Organizer
      第10回知識・芸術・文化情報学研究会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 浮世絵レコードのクロスモーダル多言語横断検索に向けて:Multilingual-BERTによる作品情報の特徴埋め込み抽出の試み2021

    • Author(s)
      Li Kangying、Batjargal Biligsaikhan、前田 亮、赤間 亮
    • Organizer
      第10回知識・芸術・文化情報学研究会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Artwork Information Embedding Framework for Multi-source Ukiyo-e Record Retrieval2020

    • Author(s)
      Kangying Li、Biligsaikhan Batjargal、Akira Maeda、Ryo Akama
    • Organizer
      In Proceedings of The 22nd International Conference on Asia-Pacific Digital Libraries (ICADL 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Preliminary Attempt to Evaluate Machine Translations of Ukiyo-e Metadata Records2020

    • Author(s)
      Yuting Song、Biligsaikhan Batjargal、Akira Maeda
    • Organizer
      In Proceedings of The 22nd International Conference on Asia-Pacific Digital Libraries (ICADL 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Toward Exploring Artist Information from Seal Images in Ukiyo-e Collections2020

    • Author(s)
      Kangying Li、Biligsaikhan Batjargal、Akira Maeda、Ryo Akama
    • Organizer
      In Conference Abstracts of Digital Humanities 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Making Ukiyo-e Easier to Discover: A Recommender System for Digital Archives2020

    • Author(s)
      Jiayun Wang、Biligsaikhan Batjargal、Akira Maeda、Kyoji Kawagoe、Ryo Akama
    • Organizer
      In Conference Abstracts of Digital Humanities 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] アート・リサーチセンター所蔵資料データベースのオープンデータ化への取り組み2020

    • Author(s)
      Biligsaikhan Batjargal
    • Organizer
      第68回 国際ARCセミナー (Web配信)
    • Related Report
      2020 Annual Research Report
  • [Presentation] Character Segmentation in Collector’s Seal Images: An Attempt on Retrieval Based on Ancient Character Typeface2019

    • Author(s)
      Kangying Li, Biligsaikhan Batjargal, and Akira Maeda
    • Organizer
      The 5th International Workshop on Computational History (HistoInformatics 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Graph-based Recommender System for Ukiyo-e Prints2019

    • Author(s)
      Jiayun Wangg, Biligsaikhan Batjargal, Akira Maeda, Kyoji Kawagoe, and Ryo Akama
    • Organizer
      The 13th International Conference on Metadata and Semantics Research (MTSR 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Title Matching for Finding the Identical Metadata Records in Different Languages2019

    • Author(s)
      Yuting Song, Biligsaikhan Batjargal, and Akira Maeda.
    • Organizer
      The 13th International Conference on Metadata and Semantics Research (MTSR 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Improving Japanese-English Bilingual Mapping of Word Embeddings based on Language Specificity2019

    • Author(s)
      Yuting Song, Biligsaikhan Batjargal, and Akira Maeda
    • Organizer
      The 2019 International Conference on Asian Language Processing (IALP 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] デジタルアーカイブのためのグラフベースの深層学習による推薦システム2019

    • Author(s)
      王 嘉韻, Biligsaikhan Batjargal, 前田 亮, 川越 恭二
    • Organizer
      人文科学とコンピュータシンポジウム(じんもんこん2019)
    • Related Report
      2019 Research-status Report
  • [Presentation] 落款印および関連情報の検索システムの構築:人物情報と人物関係ネットワークの自動抽出に向けて2019

    • Author(s)
      李 康穎, Biligsaikhan Batjargal, 前田 亮, 赤 間亮
    • Organizer
      人文科学とコンピュータシンポジウム(じんもんこん2019)
    • Related Report
      2019 Research-status Report
  • [Presentation] 白川フォントおよび漢字検索システム開発共同プロジェクト2019

    • Author(s)
      Biligsaikhan Batjargal
    • Organizer
      第61回 ARCセミナー
    • Related Report
      2019 Research-status Report
  • [Presentation] Metadata Similarity Calculation in Cross-Language Record Linkage based on Cross-lingual Embedding Models2019

    • Author(s)
      Yuting Song, Biligsaikhan Batjargal, Akira Maeda
    • Organizer
      第11回データ工学と情報マネジメントに関するフォーラム (第17回日本データベース学会年次大会)
    • Related Report
      2018 Research-status Report
  • [Presentation] 古代文字検索のためのフォントからの字形特徴量の抽出および活用可能性の検討2019

    • Author(s)
      李 康穎, Biligsaikhan Batjargal, 前田 亮
    • Organizer
      第11回データ工学と情報マネジメントに関するフォーラム (第17回日本データベース学会年次大会)
    • Related Report
      2018 Research-status Report
  • [Presentation] 浮世絵ディジタルアーカイブのための分散表現による作品の関連性に基づいた推薦システム2019

    • Author(s)
      王 嘉韻, Biligsaikhan Batjargal, 前田 亮, 川越 恭二
    • Organizer
      第11回データ工学と情報マネジメントに関するフォーラム (第17回日本データベース学会年次大会)
    • Related Report
      2018 Research-status Report
  • [Presentation] Creating a Digital Edition of Ancient Mongolian Historical Documents2018

    • Author(s)
      Biligsaikhan Batjargal, Garmaabazar Khaltarkhuu, and Akira Maeda
    • Organizer
      Digital Humanities 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 専門性の深化を目的とした人文系大規模データベースの構築 -ポータルデータベースと横断検索システムによる世界規模の所蔵品検索・閲覧システム-2018

    • Author(s)
      Biligsaikhan Batjargal
    • Organizer
      国際シンポジウム「デジタル時代における人文学の学術基盤をめぐって」
    • Related Report
      2018 Research-status Report
  • [Presentation] 伝統的モンゴル文字で書かれた歴史書類のデジタル版の作成2018

    • Author(s)
      Biligsaikhan Batjargal
    • Organizer
      第52回 ARCセミナー
    • Related Report
      2018 Research-status Report
  • [Presentation] 古代文字のディジタル化とその活用の可能性2018

    • Author(s)
      前田 亮, バトジャルガル ビルゲサイハン, 李 康穎
    • Organizer
      2018年度日本古文書学会大会「古文書学への招待―ひらかれる研究の窓」
    • Related Report
      2018 Research-status Report
  • [Presentation] Ownership Stamp Character Recognition System Based on Ancient Character Typeface2018

    • Author(s)
      Kangying Li, Biligsaikhan Batjargal, and Akira Maeda
    • Organizer
      The 20th International Conference on Asia-Pacific Digital Libraries (ICADL2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Recommender System in Ukiyo-e Digital Archive for Japanese Art Novices2018

    • Author(s)
      Jiayun Wang, Biligsaikhan Batjargal, Akira Maeda, and Kyoji Kawagoe
    • Organizer
      The 20th International Conference on Asia-Pacific Digital Libraries (ICADL2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 古代文字フォント字形の特徴抽出に基づく蔵書印の検索支援2018

    • Author(s)
      李 康穎, Biligsaikhan Batjargal, 前田 亮
    • Organizer
      人文科学とコンピュータシンポジウム(じんもんこん2018)
    • Related Report
      2018 Research-status Report
  • [Presentation] 生成モデルによる篆書体の文字認識手法の提案2018

    • Author(s)
      李 康穎, Batjargal Biligsaikhan, 前田 亮
    • Organizer
      第10回データ工学と情報マネジメントに関するフォーラム(第16回日本データベース学会年次大会)
    • Related Report
      2017 Research-status Report
  • [Presentation] Creating a Digital Edition of Mongolian Historical Documents2017

    • Author(s)
      Biligsaikhan Batjargal, Garmaabazar Khaltarkhuu, and Akira Maeda
    • Organizer
      International Conference on Culture and Computing (Culture and Computing 2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Linking the Same Ukiyo-e Prints in Different Languages by Exploiting Word Semantic Relationships across Languages2017

    • Author(s)
      Yuting Song, Taisuke Kimura, Biligsaikhan Batjargal, and Akira Maeda
    • Organizer
      Digital Humanities 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 古代文字フォントの画像データに基づく手書き篆文文字の検索支援2017

    • Author(s)
      李 康穎, Batjargal Biligsaikhan, 前田 亮
    • Organizer
      人文科学とコンピュータシンポジウム
    • Related Report
      2017 Research-status Report
  • [Book] Cross-Lingual and Cross-Chronological Information Access to Multilingual Historical Documents. In Sammy Beban Chumbow, Editor, Multilingualism and Bilingualism2018

    • Author(s)
      Biligsaikhan Batjargal
    • Total Pages
      174
    • Publisher
      IntechOpen
    • ISBN
      9781789232264
    • Related Report
      2018 Research-status Report

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Published: 2017-04-28   Modified: 2022-01-27  

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