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Research off skill acquisition methods based on a schematization of bodily movement

Research Project

Project/Area Number 17500090
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionJapan Advanced Institute of Science and Technology

Principal Investigator

FUJINAMI Tsutomu  Japan Advanced Institute of Science and Technology, School of Knowledge Science, Associate, Professor (70303344)

Co-Investigator(Kenkyū-buntansha) YAMAMOTO Tomoyuki  Japan Advanced Institute of Science and Technology, School of Knowledge Science, Assistant Professor (90345653)
Project Period (FY) 2005 – 2007
Project Status Completed (Fiscal Year 2007)
Budget Amount *help
¥3,790,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥390,000)
Fiscal Year 2007: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2006: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 2005: ¥1,100,000 (Direct Cost: ¥1,100,000)
KeywordsSkill Acquisition / Expert / クラシック音楽 / 歌唱 / 身体技能 / ダンス / 演奏 / サンバ / サッカー / リズム / スキルサイエンス / 身体知
Research Abstract

We have investigated how better we can give the learner some feedbacks on his or her bodily movements by controlling the granulity of instructions. We separated the subjects into three groups for our experiment to train them differently. The task was to learn to play a samba rhythm with shaker. The first group could know how close their arm movements are to the ones of an expert by referring to the auto correlation functions of their arm movements. The second group was only told whether their arm movements are correct. The third and last group was not given any feedback. As the result, the first group showed significantly better performance than the third one. The second group however showed no significant difference from the third one. We conclude that the direction in addition to the judgment helps the learner to master the skill. We have also investigated the vocal skill. We employed a professional singer specialized in classic music and asked her to sing differently. We found the vibration of her body to be significantly strong compared to the one when she sings without professional skills. We expect that it will greatly help the leaner acquire the vocal skill to show her the spectrum graph.

Report

(4 results)
  • 2007 Annual Research Report   Final Research Report Summary
  • 2006 Annual Research Report
  • 2005 Annual Research Report
  • Research Products

    (58 results)

All 2008 2007 2006 2005 Other

All Journal Article (12 results) (of which Peer Reviewed: 3 results) Presentation (44 results) Remarks (2 results)

  • [Journal Article] 共鳴に効果的なノドの作り方に関する一考察2008

    • Author(s)
      豊田 喜代美, 藤波 努
    • Journal Title

      日本声楽発声学会誌 36

      Pages: 3-16

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] On a vocal technique to produce effective Resonance2008

    • Author(s)
      Kiyomi, Toyoda, Tsutomu, Fujinami
    • Journal Title

      Journal of the Japan Association for Research in Singing vol.36

      Pages: 3-16

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 複数の状態行動価値表を用いたR学習の高速化2006

    • Author(s)
      石川 浩一郎, 櫻井 彰人, 藤波 努, 國藤 進
    • Journal Title

      電気学会論文誌C 126-1

      Pages: 72-82

    • NAID

      10016922097

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] R-learning with Multiple State-action Value Tables2006

    • Author(s)
      Koichiro, Ishikawa, Akito, Sakurai, Tsutomu, Fujinami, Susumu, Kunifuji
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems Vol.126, No.1

      Pages: 72-82

    • NAID

      210000186256

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] リズムで超える時間の壁 : 身体知へのアプローチ2006

    • Author(s)
      藤波 努
    • Journal Title

      映像情報メディア学会技術報告 30・68

      Pages: 71-76

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Developmental stages of musical skill of samba2006

    • Author(s)
      T.Yamamoto, K.Ishikawa, T.Fujinami
    • Journal Title

      Journal of Biomechanics 39・1

      Pages: 555-555

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Samba helps football players improve their skill2006

    • Author(s)
      J.Iguchi, T.Yamamoto, T.Fujinami
    • Journal Title

      Journal of Biomechanics 39・1

      Pages: 556-556

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 強化学習におけるオンラインセンサ選択2005

    • Author(s)
      石川 浩一郎, 櫻井 彰人, 藤波 努, 國藤 進
    • Journal Title

      電気学会論文誌C 125-6

      Pages: 870-878

    • NAID

      10015672071

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] 個人と組織に見られる巧みさの発達と進化2005

    • Author(s)
      藤波 努
    • Journal Title

      人工知能学会誌 20-5

      Pages: 518-524

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Online SensorSelection in Reinforcement Learning Environment2005

    • Author(s)
      Koichiro, Ishikawa, Akito, Sakurai, Tsutomu, Fujinami, Susumu, Kunifuji
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems Vol.125, No.6

      Pages: 870-878

    • NAID

      10015672071

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Developmental aspects of individuals and societies2005

    • Author(s)
      Tsutomu, Fujinami
    • Journal Title

      Journal of Japanese Society of Artificial Intelligence Vol.20, No.5

      Pages: 518-524

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 個人と組織に見られる巧みさの発達と進化2005

    • Author(s)
      藤波 努
    • Journal Title

      人工知能学会誌 20・5

      Pages: 518-524

    • Related Report
      2005 Annual Research Report
  • [Presentation] 身体知創造に対する日本的アプローチ2008

    • Author(s)
      藤波 努
    • Organizer
      第5回知識創造支援システム・シンポジウム
    • Place of Presentation
      北陸先端科学技術大学院大学
    • Year and Date
      2008-02-22
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
  • [Presentation] A. Japanese Approach to Skill Acquisition2008

    • Author(s)
      Tsutomu, Fujinami
    • Organizer
      5th Knowledge Creativity Support Systems Symposium
    • Place of Presentation
      Japan Advanced Institute of Science and Technology
    • Year and Date
      2008-02-22
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] スキルサイエンスとエンタテイメント2007

    • Author(s)
      藤波 努
    • Organizer
      エンタテインメントコンピューティング2007
    • Place of Presentation
      大阪大学
    • Year and Date
      2007-10-01
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 手拍子によるリズムのグループ学習2007

    • Author(s)
      河上 聖人, 松村 耕平, 藤波 努
    • Organizer
      エンタテインメントコンピューティング2007
    • Place of Presentation
      大阪大学
    • Year and Date
      2007-10-01
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Skill Science and Entertainment, Entertainment Computing, Oct. 1st, 2007. Osaka University. Masato, Kawakami, Kohei, Matsumura, Tsutomu, Fujinami. Group learning of rhythms through hand-clapping2007

    • Author(s)
      Tsutomu, Fujinami
    • Organizer
      Entertainment Computing
    • Place of Presentation
      Osaka University
    • Year and Date
      2007-10-01
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Group learning of rhythms through hand-clapping2007

    • Author(s)
      asato Kawakami, Kohei Matsumura, Tsutomu Fujinami
    • Organizer
      Entertainment Computing
    • Place of Presentation
      Osaka University
    • Year and Date
      2007-10-01
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 手拍子によるリズムのグループ学習2007

    • Author(s)
      河上 聖人, 松村 耕平, 藤波 努
    • Organizer
      エンタテインメントコンピューテイング2007
    • Place of Presentation
      大阪大学吹田キャンパス
    • Year and Date
      2007-10-01
    • Related Report
      2007 Annual Research Report
  • [Presentation] スキルサイエンスとエンタテイメント2007

    • Author(s)
      藤波 努
    • Organizer
      エンタテインメントコンピューティング2007
    • Place of Presentation
      大阪大学吹田キャンパス
    • Year and Date
      2007-10-01
    • Related Report
      2007 Annual Research Report
  • [Presentation] A Study on Skill of Meat Cutting Using Accelerometer2007

    • Author(s)
      Yasuaki Noto, Tsutomu Fujinami
    • Organizer
      International Symposium on Skill Science 2007
    • Place of Presentation
      慶応大学
    • Year and Date
      2007-09-18
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] The Effects of Musical Expressions on Listeners-A Case Study of Western Classical Music2007

    • Author(s)
      Kiyomi Murase, Tsutomu Fujinami
    • Organizer
      International Symposium on Skill Science 2007
    • Place of Presentation
      慶応大学
    • Year and Date
      2007-09-18
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Tsutomu Fujinami, A Study on Skill of Meat Cutting Using Accelerometer2007

    • Author(s)
      Yasuaki, Noto
    • Organizer
      International Symposium on Skill Science 2007
    • Place of Presentation
      Keio University
    • Year and Date
      2007-09-18
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Tsutomu, Fujinami, The Effects of Musical Expressions on Listeners- A Case Study of Western Classical Music2007

    • Author(s)
      Kiyomi, Murase
    • Organizer
      International Symposium on Skill Science 2007
    • Place of Presentation
      Keio University
    • Year and Date
      2007-09-18
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Study on Skill of Meat Cutting Using Accelerometer2007

    • Author(s)
      Yasuaki Noto, Tsutomu Fujinami
    • Organizer
      International Symposium on Skill Science 2007
    • Place of Presentation
      慶応大学三田キャンパス
    • Year and Date
      2007-09-18
    • Related Report
      2007 Annual Research Report
  • [Presentation] The Effects of Musical Expressions on Listeners-A Case Study of Western Classical Music2007

    • Author(s)
      Kiyomi Murase, Tsutomu Fujinami
    • Organizer
      International Symposium on Skill Science 2007
    • Place of Presentation
      慶応大学三田キャンパス
    • Year and Date
      2007-09-18
    • Related Report
      2007 Annual Research Report
  • [Presentation] 身体動作習熟過程における拮抗筋放電パタンと消費エネルギーの関係2007

    • Author(s)
      小鮒 幸洋, 藤波 努
    • Organizer
      人工知能学会全国大会(第21回)
    • Place of Presentation
      宮崎シーガイア
    • Year and Date
      2007-06-20
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
  • [Presentation] 正誤判定を用いた学習機能に関する考察2007

    • Author(s)
      河上 聖人, 藤波 努
    • Organizer
      人工知能学会全国大会(第21回)
    • Place of Presentation
      宮崎シーガイア
    • Year and Date
      2007-06-20
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
  • [Presentation] Tsutomu, Fujinami, On the Relationship Between Electro-Graphic Pattern and Energy during Skill Acquisition2007

    • Author(s)
      Yukihiro, Kobuna
    • Organizer
      21st National Conference of JSAI
    • Place of Presentation
      Miyazaki
    • Year and Date
      2007-06-20
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Study of the Effect of Feedbacks on Learning2007

    • Author(s)
      Masato, Kawakami, Tsutomu, Fujinami
    • Organizer
      21st National Conference of JSAI
    • Place of Presentation
      Miyazaki
    • Year and Date
      2007-06-20
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Study of samba dance using acceleration sensors2007

    • Author(s)
      Kohei Matsumura, Tomoyuki Yamamoto, Tsutomu Fujinami
    • Organizer
      The 8th Motor Control and Human Skill Conference
    • Place of Presentation
      West Australia
    • Year and Date
      2007-01-31
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Hierarchical organisation of coordinative structure in the skill of kneading2007

    • Author(s)
      Tomoyuld Yamamoto, Tsutomu Fujinami
    • Organizer
      The 8th Motor Control and Human Skill Conference
    • Place of Presentation
      West Australia
    • Year and Date
      2007-01-31
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Tsutomu Fujinami, A Study of Samba Dance using Acceleration sensors2007

    • Author(s)
      Kohei, Matsumura, Tomoyuki, Yamamoto
    • Organizer
      The 8th Motor Control and Human Skill Conference
    • Place of Presentation
      Western Australia
    • Year and Date
      2007-01-31
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Hierarchical Organisation of Coordinative Structure in the Skill of Kneading2007

    • Author(s)
      Tomoyuki, Yamamoto, Tsutomu, Fujinami
    • Organizer
      The 8th Motor Control and Human Skill Conference
    • Place of Presentation
      Western Australia
    • Year and Date
      2007-01-31
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] リズムで超える時間の壁:身体知へのアプローチ2006

    • Author(s)
      藤波 努
    • Organizer
      映像情報メディア学会
    • Place of Presentation
      富山大学
    • Year and Date
      2006-12-15
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A rhythmic Approach to Skills2006

    • Author(s)
      Tsutomu, Fujinami
    • Organizer
      Media Information Society
    • Place of Presentation
      Toyama University
    • Year and Date
      2006-12-15
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] アメリカンフットボールのスローイングが野球の投球フォームに与える影響について2006

    • Author(s)
      青山 賢作, 市川 大祐, 藤波 努
    • Organizer
      ジョイントシンポジウム2006(スポーツ工学シンポジゥム・シンポジウム:ヒューマンダイナミクス)
    • Place of Presentation
      金沢
    • Year and Date
      2006-11-09
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 加速度センサを用いたサンバダンスの解析2006

    • Author(s)
      松村 耕平, 山本 知幸, 藤波 努
    • Organizer
      ジョイントシンポジウム2006(スポーツ工学シンポジウム・シンポジウム:ヒューマンダイナミクス)
    • Place of Presentation
      金沢
    • Year and Date
      2006-11-09
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 竹馬乗り歩行の運動解析2006

    • Author(s)
      小鮒 幸洋, 藤波 努
    • Organizer
      ジョイントシンポジウム2006(スポーツ工学シンポジウム・シンポジウム:ヒューマンダイナミクス)
    • Place of Presentation
      金沢
    • Year and Date
      2006-11-09
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] The Effect of American Football's Throwing on Pitting Forms in Baseball2006

    • Author(s)
      Kensaku, Aoyama, Daisuke Ichikwa, Tsutomu Fujinami
    • Organizer
      Joint Symposium 2006
    • Place of Presentation
      Kanazawa
    • Year and Date
      2006-11-09
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] An Analysis of Samba Dance using Acceleration Sensors2006

    • Author(s)
      Kohei, Matsumura, Tomoyuki, Yamamoto, Tsutomu, Fujinami
    • Organizer
      Joint Symposium 2006
    • Place of Presentation
      Kanazawa
    • Year and Date
      2006-11-09
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Motion Analysis of the Walk with Bamboo Poles2006

    • Author(s)
      Yukihiro, Kobuna, Tsutomu, Fujinami
    • Organizer
      Joint Symposium 2006
    • Place of Presentation
      Kanazawa
    • Year and Date
      2006-11-09
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 身体知の科学:技能継承の支援を目指して2006

    • Author(s)
      藤波 努
    • Organizer
      日本知能情報ファジィ学会 関東支部第55回学術講演会
    • Place of Presentation
      中央大学
    • Year and Date
      2006-10-14
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] The Science of Skills : A methodology for Skill Transfer2006

    • Author(s)
      Tsutomu, Fujinami
    • Organizer
      Japanese Society of Fuzzy Intelligence
    • Place of Presentation
      Chuo University
    • Year and Date
      2006-10-14
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Developmental stages of musical skill of samba2006

    • Author(s)
      Tomoyuki Yamamoto, Kohei Ishikawa, Tsutomu Fujinami
    • Organizer
      the 5th World Congress of Biomechanics
    • Place of Presentation
      ミュンヘン工科大学
    • Year and Date
      2006-07-29
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Samba helps football players improve their skill2006

    • Author(s)
      Junpei Iguchi, Tomoyuki Yamamoto, Tsutomu Fujinami
    • Organizer
      the 5th World Congress of Biomechanics
    • Place of Presentation
      ミュンヘン工科大学
    • Year and Date
      2006-07-29
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Developmental Stages of Musical Skill of Samba2006

    • Author(s)
      Tomoyuki, Yamamoto, Kohei, Ishikawa, Tsutomu, Fujinami
    • Organizer
      5th World Congress of Biomechanics
    • Place of Presentation
      Munich
    • Year and Date
      2006-07-29
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Samba helps Football Players improve their Skill2006

    • Author(s)
      Junpei, Iguchi, Tomoyuki, Yamamoto, Tsutomu, Fujinami
    • Organizer
      5th World Congress of Biomechanics
    • Place of Presentation
      Munich
    • Year and Date
      2006-07-29
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] モーションキャプチャ装置を用いたサンバ・ダンスのリズム習得過程の分析2006

    • Author(s)
      石川 航平, 山本 知幸, 藤波 努
    • Organizer
      人工知能学会全国大会(第20回)
    • Place of Presentation
      東京
    • Year and Date
      2006-06-08
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] An Analysis of Rhythmic Structures of Samba Dancing using Motion Capture Devices2006

    • Author(s)
      Kohei, Ishikawa, Tomoyuki, Yamamoto, Tsutomu, Fujinami
    • Organizer
      20th National Conference of JSAI
    • Place of Presentation
      Tokyo
    • Year and Date
      2006-06-08
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 技の研究と人工知能2006

    • Author(s)
      藤波 努
    • Organizer
      人工知能基本問題研究会(第62回),
    • Place of Presentation
      夕張
    • Year and Date
      2006-03-27
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] スキルサイエンス研究が目指すもの2006

    • Author(s)
      藤波 努
    • Organizer
      人工知能基本問題研究会(第62回),
    • Place of Presentation
      夕張
    • Year and Date
      2006-03-27
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Skill Science and Artificial Intelligence2006

    • Author(s)
      Tsutomu, Fujinami
    • Organizer
      62nd meeting of Foundational Problems in Artificial Intelligence
    • Place of Presentation
      Yubari
    • Year and Date
      2006-03-27
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] What does Skill Science Investigate2006

    • Author(s)
      Tsutomu, Fujinami
    • Organizer
      62nd meeting of Foundational Problems in Artificial Intelligence
    • Place of Presentation
      Yubari
    • Year and Date
      2006-03-27
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 周期的動作に見られる協調構造の分化2005

    • Author(s)
      藤波 努
    • Organizer
      人工知能学会全国大会(第19回)
    • Place of Presentation
      金沢
    • Year and Date
      2005-05-16
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] The Differentiation of Coordinative Structures found in Cyclic Bodily Movements2005

    • Author(s)
      Tsutomu, Fujinami
    • Organizer
      19th National Conference of JSAI
    • Place of Presentation
      Kanazawa
    • Year and Date
      2005-05-16
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Remarks] 「研究成果報告書概要(和文)」より

    • URL

      http://www.jaist.ac.jp/%7Efuji/papers/fuji/kibanC.pdf

    • Related Report
      2007 Final Research Report Summary
  • [Remarks] 研究成果報告書を公開中

    • URL

      http://www.jaist.ac.jp/%7Efuji/papers/fuji/kibanC.pdf

    • Related Report
      2007 Annual Research Report

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Published: 2005-04-01   Modified: 2016-04-21  

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