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An Analyzing Method for Diversity of Consumer Generated Recipes from the Viewpoint of Procedural and Representation

Research Project

Project/Area Number 26280039
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Multimedia database
Research InstitutionKyoto University (2014, 2018)
The University of Tokyo (2015-2017)

Principal Investigator

Yamakata Yoko  京都大学, 情報学研究科, 特定准教授 (60423018)

Co-Investigator(Kenkyū-buntansha) 今堀 慎治  中央大学, 理工学部, 教授 (90396789)
森 信介  京都大学, 学術情報メディアセンター, 教授 (90456773)
Research Collaborator Carroll John  
Project Period (FY) 2014-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥17,160,000 (Direct Cost: ¥13,200,000、Indirect Cost: ¥3,960,000)
Fiscal Year 2017: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2016: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2015: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2014: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Keywordsメディア情報処理 / 情報検索 / 自然言語処理 / グラフ理論 / 食メディア / レシピ / メディア情報より
Outline of Final Research Achievements

The purpose of this research is to analyze diversity of millions of cooking recipes that are reachable on the Web. In this study, we developed a method to extract the procedural structure from the recipe procedural description by natural language processing technology and analyze the diversity of recipe collection. We annotated Japanese and English recipes for 400 each and constructed Japanese and English recipe corpora. The recognition accuracies of recipe named entity reached 92.6% of F0 in Japanese and 87.2% of F0 in English. Moreover, the estimation accuracy of dependencies between recipe named entities achieved 79.7% of F0 in Japanese and 76.2% of F0 in English. These tools are available online and are used by many research institutes.

Academic Significance and Societal Importance of the Research Achievements

料理は「ものづくり」であり、レシピは料理を作る「手順書」である。本課題で解析した手法が適応できる範囲は料理レシピに限らず、裁縫やDIY、マニュアルなどあらゆる「手順書」へと拡張できるという点で学術的な意義がある。また、本課題を遂行する中で構築したレシピ言語処理ツールは、国内外でレシピを研究対象とする多くの研究グループに利用されているという点で、社会的意義は大きい。NIIクックパッドデータセットに含まれる和文レシピ172万件に対し、レシピ用語認識及びフローグラフ化の作業を完了した。和文レシピの解析データは、NIIクックパッドデータセットのサードパーティーとしての提供を目指し、協議を進めている。

Report

(6 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (59 results)

All 2019 2018 2017 2016 2015 2014 Other

All Int'l Joint Research (3 results) Journal Article (10 results) (of which Peer Reviewed: 9 results,  Open Access: 7 results,  Acknowledgement Compliant: 6 results) Presentation (36 results) (of which Int'l Joint Research: 9 results,  Invited: 2 results) Book (2 results) Remarks (8 results)

  • [Int'l Joint Research] The University of Sussex(英国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] University of Sussex(United Kingdom)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] The university of Sussex(United Kingdom)

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Recognition of Multiple Food Items in A Single Photo for Use in A Buffet-Style Restaurant2019

    • Author(s)
      Masashi ANZAWA, Sosuke AMANO, Yoko YAMAKATA, Keiko MOTONAGA, Akiko KAMEI, Kiyoharu AIZAWA
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E102.D Issue: 2 Pages: 410-414

    • DOI

      10.1587/transinf.2018EDL8183

    • NAID

      130007589314

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2019-02-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Cooking Recipe Search by Pairs of Ingredient and Action —Word Sequence v.s. Flow-graph Representation—2017

    • Author(s)
      Yoko Yamakata, Hirokuni Maeta, Takuya Kadowaki, Tetsuro Sasada, Shinji Imahori, Shinsuke Mori
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 32 Issue: 1 Pages: WII-F_1-9

    • DOI

      10.1527/tjsai.WII-F

    • NAID

      130005290704

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Extracting Semantic Structure from Procedual Texts2017

    • Author(s)
      前田 浩邦, 山肩 洋子, 森 信介
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 32 Issue: 1 Pages: E-G24_1-8

    • DOI

      10.1527/tjsai.E-G24

    • NAID

      130005286766

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Calculating Typicality of Recipes and Generating a Typical Recipe Based on Work Flow Representation2016

    • Author(s)
      山肩 洋子,今堀 慎治,森 信介,田中 克己
    • Journal Title

      電子情報通信学会論文誌D 情報・システム

      Volume: J99-D Issue: 4 Pages: 378-391

    • DOI

      10.14923/transinfj.2015DEP0007

    • ISSN
      1880-4535, 1881-0225
    • Year and Date
      2016-04-01
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] ワークフロー表現を用いたレシピの典型性評価と典型的なレシピの生成2016

    • Author(s)
      山肩 洋子,今堀 慎治,森 信介,田中 克己
    • Journal Title

      電子情報通信学会論文誌 D

      Volume: J99-D Pages: 378-391

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Comparative Study of Dictionaries and Corpora as Methods for Language Resource Addition2016

    • Author(s)
      Shinsuke Mori, Neubig Graham
    • Journal Title

      Journal of Language Resources and Evaluation

      Volume: 50 Issue: 2 Pages: 245-261

    • DOI

      10.1007/s10579-016-9354-7

    • Related Report
      2016 Annual Research Report
  • [Journal Article] フローグラフからの手順書の生成2016

    • Author(s)
      山崎 健史,吉野 幸一郎,前田 浩邦,笹田 鉄郎,橋本 敦史,舩冨 卓哉,山肩 洋子、森 信介
    • Journal Title

      情報処理学会論文誌

      Volume: Vol. 57, No.3 Pages: 849-862

    • NAID

      170000130900

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Definition of Recipe Terms and Corpus Annotation for their Automatic Recognition2015

    • Author(s)
      笹田 鉄郎, 森 信介, 山肩 洋子, 前田 浩邦, 河原 達也
    • Journal Title

      Journal of Natural Language Processing

      Volume: 22 Issue: 2 Pages: 107-131

    • DOI

      10.5715/jnlp.22.107

    • NAID

      130005099405

    • ISSN
      1340-7619, 2185-8314
    • Related Report
      2015 Annual Research Report 2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 誕生・使用事由によるレシピ検索~生い立ちレシピサーチ~2014

    • Author(s)
      門脇拓也,山肩洋子,森信介,田中克己
    • Journal Title

      日本データベース学会和文論文誌

      Volume: Vol. 13-J, No. 1 Pages: 78-85

    • NAID

      40020275536

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 食材認識のための画像と食材切断時の振動音及び荷重の利用2014

    • Author(s)
      井上仁, 橋本敦史, 中村和晃, 舩冨卓哉, 山肩洋子, 上田真由美, 美濃導彦
    • Journal Title

      電子情報通信学会論文誌

      Volume: Vol. J97-D, No.9 Pages: 1490-1502

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] "質問回答サービスにおける人から人への質問拡散行為を用いた質問提示システムの評価"2019

    • Author(s)
      中川瑛慎, 田島敬史, 山肩洋子
    • 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
    • Related Report
      2018 Annual Research Report
  • [Presentation] "ユーザとトピックを指定するTwitter検索における最適な擬似適合フィードバック文書数の動的決定"2019

    • Author(s)
      片岡大祐, 田島敬史, 山肩洋子
    • 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
    • Related Report
      2018 Annual Research Report
  • [Presentation] "Find Target Data Fast! A Method and Its Behavior of Target Data Collection for Online Annotation using Machine Learning Method"2019

    • Author(s)
      李瑞徳,山肩洋子, 田島敬史
    • 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
    • Related Report
      2018 Annual Research Report
  • [Presentation] "写真付き手順書生成のための実施映像からのフレーム選択"2019

    • Author(s)
      西村太一, 橋本敦史, 山肩洋子, 森信介
    • 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
    • Related Report
      2018 Annual Research Report
  • [Presentation] "非母国語検索者向けの機械翻訳を活用したweb検索結果提示手法の提案"2019

    • Author(s)
      佐々岡哲哉, 山肩洋子, 田島敬史
    • 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
    • Related Report
      2018 Annual Research Report
  • [Presentation] "大規模食事記録データと深層学習モデルによる食習慣ベクトル化手法の検討"2019

    • Author(s)
      合田悠治, 天野宗佑, 山肩洋子, 相澤清晴
    • Organizer
      映像情報メディア学会 メディア工学研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] "アスリートの食事管理を支援するフードコンサルティングシステム"2019

    • Author(s)
      唐澤弘明, 川原田美雪, 天野宗佑, 山肩洋子, 相澤清晴
    • Organizer
      電子情報通信学会 総合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] "大規模食事記録データの栄養価クラスタリングに基づく食習慣ベクトルBag-of-Foodsとその検証"2018

    • Author(s)
      合田悠治, 天野宗祐, 山肩洋子, 相澤清晴
    • Organizer
      情報科学技術フォーラム
    • Related Report
      2018 Annual Research Report
  • [Presentation] "管理栄養士とアスリートのためのフードコンサルティングシステム"2018

    • Author(s)
      唐澤弘明, 川原田美雪, 山肩洋子, 相澤清晴
    • Organizer
      映像情報メディア学会冬季大会 2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] "A Case Study on Start-up of Dataset Construction: In Case of Recipe Named Entity Corpus"2018

    • Author(s)
      Yoko Yamakata, Keishi Tajima, and Shinsuke Mori
    • Organizer
      The Second IEEE Workshop on Human-in-the-loop Methods and Human Machine Collaboration in BigData (IEEE HMData2018)"
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] "Bag-of-foods: analysis of personal foodlogging data"2018

    • Author(s)
      Yuji Goda, Sosuke Amano, Yoko Yamakata, Kiyoharu Aizawa
    • Organizer
      IJCAI Joint Workshop on Multimedia for Cooking and Eating Activities and Multimedia Assisted Dietary Management
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] "Resource intensity for menu items: how much land is required to provide for each dish?"2018

    • Author(s)
      Yoko Yamakata, Eiji Yamasue, Benjamin McLellan, Kiyoharu Aizawa
    • Organizer
      IJCAI Joint Workshop on Multimedia for Cooking and Eating Activities and Multimedia Assisted Dietary Management
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 短期間の食事記録からの長期間記録の予測と評価2018

    • Author(s)
      椿田晃大, 天野宗佑, 山肩洋子, 相澤清晴, 小川 誠
    • Organizer
      映像情報メディア学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] アスリート支援のための食事画像認識2018

    • Author(s)
      安沢昌志, 天野宗佑, 山肩洋子, 元永恵子, 亀井明子, 相澤清晴
    • Organizer
      映像情報メディア学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 日本語の単語分割と品詞推定 あるいはKyTeaの話2018

    • Author(s)
      森 信介
    • Organizer
      言語処理学会年次大会ワークショップ
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 英文レシピを対象とした手順文書からの意味構造抽出2017

    • Author(s)
      山肩洋子, 前田浩邦, 森 信介, John Carroll
    • Organizer
      電子情報通信学会 データ工学研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] A Comparison of Cooking Recipe Named Entities between Japanese and English2017

    • Author(s)
      Yoko Yamakata, Shinsuke Mori, John Carroll
    • Organizer
      9th Workshop on Multimedia for Cooking and Eating Activities (CEA2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 分野特有の教師なし固有表現認識2017

    • Author(s)
      友利 涼, 森 信介
    • Organizer
      情報処理学会自然言語処理研究会, NL-234
    • Related Report
      2017 Annual Research Report
  • [Presentation] Procedural Text Generation from an Execution Video2017

    • Author(s)
      Atsushi Ushiku, Hayato Hashimoto, Atsushi Hashimoto, Shinsuke Mori
    • Organizer
      The 8th International Joint Conference on Natural Language Processing (IJCNLP 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 教師なし学習による分野特有の固有表現認識2017

    • Author(s)
      友利 涼, 森 信介
    • Organizer
      NLP若手の会 第12回シンポジウム
    • Related Report
      2017 Annual Research Report
  • [Presentation] 料理レシピデータセットを用いた料理用語辞書の自動構築---フローグラフから得られる加工履歴に基づく食材名の分布類似度計算に関する検討---2016

    • Author(s)
      山肩洋子, 難波英嗣, 大須賀智子, 原島純, 但馬康宏, 森信介, 大山敬三
    • Organizer
      電子情報通信学会技術研究報告
    • Place of Presentation
      国立情報学研究所,東京
    • Year and Date
      2016-12-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] Design in Everyday Cooking: Challenges for Assisting with Menu Planning and Food Preparation2016

    • Author(s)
      Atsushi Hashimoto, Jun Harashima, Yoko Yamakata, Shinsuke Mori
    • Organizer
      HCI International 2016
    • Place of Presentation
      Toronto, Canada
    • Year and Date
      2016-07-17
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 食事記録に対するWeb検索結果を利用した代表的食事名の導出2016

    • Author(s)
      安沢昌志,天野宗佑,山肩洋子,山崎俊彦,相澤清晴,小川誠
    • Organizer
      情報処理学会全国大会
    • Place of Presentation
      慶應義塾大学 矢上キャンパス, 神奈川県横浜市
    • Year and Date
      2016-03-10
    • Related Report
      2015 Annual Research Report
  • [Presentation] A Method for Extracting Major Workflow composed of Ingredients, Tools, and Actions from Cooking Procedural Text2016

    • Author(s)
      Yoko Yamakata, Shinji Imahori, Hirokuni Maeta, Shinsuke Mori
    • Organizer
      8th Workshop on Multimedia for Cooking and Eating Activities
    • Place of Presentation
      Seattle, USA
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] レシピの手順説明文書の活用事例2015

    • Author(s)
      山肩洋子
    • Organizer
      電子情報通信学会 ヒューマンコミュニケーショングループ シンポジウム2015
    • Place of Presentation
      富山国際会議場,富山県富山市
    • Year and Date
      2015-12-16
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Situation-Based Food Recommendation for Yielding Good Results2015

    • Author(s)
      Takuya Kadowaki, Yoko Yamakata, Katsumi Tanaka
    • Organizer
      7th Workshop on Multimedia for Cooking and Eating Activities (CEA2015)
    • Place of Presentation
      Torino, Itary
    • Year and Date
      2015-07-03
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Named Entity Recognizer Trainable from Partially Annotated Data2015

    • Author(s)
      Tetsuro Sasada, Shinsuke Mori, Tatsuya Kawahara and Yoko Yamakata
    • Organizer
      The 2015 Conference of the Pacific Association for Computational Linguistics
    • Place of Presentation
      Bali, Indonesia
    • Year and Date
      2015-05-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 根拠に基づく食の状況型推薦2015

    • Author(s)
      門脇拓也, 山肩洋子, 田中克己
    • Organizer
      第7回データ工学と情報マネジメントに関するフォーラム (DEIM)
    • Place of Presentation
      磐梯熱海ホテル華の湯, 福島県郡山市
    • Year and Date
      2015-03-02 – 2015-03-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] 料理名が同じレシピ間の手順構造マッピングによる動作名オントロジーの導出2014

    • Author(s)
      山肩洋子, 今堀慎治, 笹田鉄郎, 森信介
    • Organizer
      電子情報通信学会 HCGシンポジウム2014
    • Place of Presentation
      海峡メッセ下関, 山口県下関市
    • Year and Date
      2014-12-17 – 2014-12-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] Recipe Search for Blog-type Recipe Articles Based on a User’s Situation2014

    • Author(s)
      Takuya Kadowaki, Yoko Yamakata, Shinsuke Mori, Katsumi Tanaka
    • Organizer
      Workshop on Smart Technology for Cooking and Eating Activities (CEA2014)
    • Place of Presentation
      Seattle, WA, USA
    • Year and Date
      2014-09-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] A Method for Detecting Gaze-required action while Cooking for Assisting Video Communication2014

    • Author(s)
      Yoko Yamakata, Asuka Miyazawa, Atsushi Hashimoto, Takuya Funatomi, Michihiko Minoh
    • Organizer
      Workshop on Smart Technology for Cooking and Eating Activities (CEA2014)
    • Place of Presentation
      Seattle, WA, USA
    • Year and Date
      2014-09-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] KUSK Dataset: Toward a Direct Understanding of Recipe Text and Human Cooking Activity2014

    • Author(s)
      Atsushi Hashimoto, Tetsuro Sasada, Yoko Yamakata, Shinsuke Mori, Michihiko Minoh
    • Organizer
      Workshop on Smart Technology for Cooking and Eating Activities (CEA2014)
    • Place of Presentation
      Seattle, WA, USA
    • Year and Date
      2014-09-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] ブログデータを用いたレシピ状況検索 ~ レシピの決定要因となった状況の発見 ~2014

    • Author(s)
      門脇拓也, 山肩洋子, 田中克己
    • Organizer
      電子情報通信学会 データ工学研究会
    • Place of Presentation
      国立情報学研究所, 東京都千代田区
    • Year and Date
      2014-09-10 – 2014-09-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] 調理手順文書の自然言語解析結果からの食材・加工からなる作業ツリーの構築2014

    • Author(s)
      山肩洋子, 今堀慎治, 前田浩邦, 森 信介
    • Organizer
      電子情報通信学会 データ工学研究会
    • Place of Presentation
      国立情報学研究所, 東京都千代田区
    • Year and Date
      2014-09-10 – 2014-09-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] FlowGraph2Text: Automatic Sentence Skeleton Compilation for Procedural Text Generation2014

    • Author(s)
      Shinsuke Mori, Hirokuni Maeta, Tetsuro Sasada, Koichiro Yoshino, Atsushi Hashimoto, Takuya Funatomi and Yoko Yamakata
    • Organizer
      Proceedings of the 8th International Natural Language Generation Conference (INLG)
    • Place of Presentation
      Philadelphia, Pennsylvania, U.S.A.
    • Year and Date
      2014-06-19 – 2014-06-21
    • Related Report
      2014 Annual Research Report
  • [Presentation] Flow Graph Corpus from Recipe Texts2014

    • Author(s)
      Shinsuke Mori, Hirokuni Maeta, Yoko Yamakata, Tetsuro Sasada
    • Organizer
      The International Conference on Language Resources and Evaluation Conference (LREC2014)
    • Place of Presentation
      Reykjavik, Iceland
    • Year and Date
      2014-05-26 – 2014-05-31
    • Related Report
      2014 Annual Research Report
  • [Book] おいしさの科学とビジネス展開の最前線2017

    • Author(s)
      山肩 洋子, 他44名
    • Total Pages
      439
    • Publisher
      シーエムシー出版
    • ISBN
      9784781312491
    • Related Report
      2017 Annual Research Report
  • [Book] ユーザ投稿型レシピの情報処理2016

    • Author(s)
      山肩洋子,森信介
    • Total Pages
      10
    • Publisher
      情報処理,Vo.57, No.4, 通巻613号
    • Related Report
      2015 Annual Research Report
  • [Remarks] 研究紹介ページ(東京大学大学院 情報理工学系研究科 山肩研究室 研究紹介)

    • URL

      https://sites.google.com/view/yy-lab/

    • Related Report
      2018 Annual Research Report
  • [Remarks] レシピ言語処理マニュアル(京都大学学術情報メディアセンター 森研究室)

    • URL

      http://www.ar.media.kyoto-u.ac.jp/how-to/recipe-NLP/

    • Related Report
      2018 Annual Research Report
  • [Remarks] フローグラフコーパス (FG corpus)

    • URL

      http://plata.ar.media.kyoto-u.ac.jp/data/recipe/

    • Related Report
      2017 Annual Research Report
  • [Remarks] Flow graph corpus (FG corpus)

    • URL

      http://plata.ar.media.kyoto-u.ac.jp/data/recipe/home-e.html

    • Related Report
      2017 Annual Research Report
  • [Remarks] レシピ言語処理マニュアル

    • URL

      http://www.ar.media.kyoto-u.ac.jp/how-to/recipe-NLP/

    • Related Report
      2017 Annual Research Report
  • [Remarks] レシピ言語処理マニュアル

    • URL

      http://plata.ar.media.kyoto-u.ac.jp/how-to/recipe-NLP/home.html

    • Related Report
      2015 Annual Research Report
  • [Remarks] レシピツリー導出マニュアル

    • URL

      http://plata.ar.media.kyoto-u.ac.jp/how-to/w-FG/home.html

    • Related Report
      2015 Annual Research Report
  • [Remarks] レシピ言語処理マニュアル

    • URL

      http://plata.ar.media.kyoto-u.ac.jp/kadowaki/

    • Related Report
      2014 Annual Research Report

URL: 

Published: 2014-04-04   Modified: 2020-03-30  

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