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Data gathering and preprocessing apprentice

Research Project

Project/Area Number 13480090
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionOsaka University (2003-2004)
Tokyo Institute of Technology (2001-2002)

Principal Investigator

NUMAO Masayuki  Osaka University, Institute of Scientific and Industrial Research, Professor, 産業科学研究所, 教授 (30198551)

Co-Investigator(Kenkyū-buntansha) NATTEE Cholwich  Osaka University, Institute of Scientific and Industrial Research, Research Associate, 産業科学研究所, 助手 (30379101)
SATO Taisuke  Tokyo Institute of Technology, Graduate School of Information Science and Engineering, Professor, 大学院・情報理工学研究科, 教授 (90272690)
Project Period (FY) 2001 – 2004
Project Status Completed (Fiscal Year 2004)
Budget Amount *help
¥14,700,000 (Direct Cost: ¥14,700,000)
Fiscal Year 2004: ¥2,100,000 (Direct Cost: ¥2,100,000)
Fiscal Year 2003: ¥3,100,000 (Direct Cost: ¥3,100,000)
Fiscal Year 2002: ¥3,800,000 (Direct Cost: ¥3,800,000)
Fiscal Year 2001: ¥5,700,000 (Direct Cost: ¥5,700,000)
Keywordsmachine learning / agent / artificial intelligence / data mining / 医療情報
Research Abstract

This project proposed and implemented an automatic information gathering and preprocessing system for data mining. Information gathering and preprocessing are usually a cooperative work by an information source, domain experts and mining experts. They often have to exchange and update their data. If we use an email, we will soon have a full of emails. To use a Web page we have to design an appropriate page. To overcome these difficulty, the investigators propose a new tool, WAVE (Word-of-mouth-Assisting Virtual Environment), which helps us to communicate and spread information by relaying a message like Chinese whispers. They have introduced pushing mechanism of information, a compact comment structure, a hierarchical category and visualization of information path to simplify the exchange process.
To control the above preprocessing and information gathering process, they assign a weight to information delivery and a preprocessing process. In a preprocessing stage, they made an experiment to weight examples, and discovered a rule supported by many examples. For time-series data they developed a preprocessing to infer missing data and common periods, based on which a simple mining system discovers simple and easy rules.
The investigators evaluated the system based on some real data sets and compare its results with ACCESS : a popular database software, and found that the proposed system processes the some case with fewer steps.

Report

(5 results)
  • 2004 Annual Research Report   Final Research Report Summary
  • 2003 Annual Research Report
  • 2002 Annual Research Report
  • 2001 Annual Research Report
  • Research Products

    (68 results)

All 2005 2004 2003 2002 2001 Other

All Journal Article (50 results) Publications (18 results)

  • [Journal Article] Inductive Logic Programming for Multiple-Part Data : Applications on Structure-Activity Relationship Studies2005

    • Author(s)
      Cholwich Nattee
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence 20

      Pages: 159-166

    • NAID

      10022005121

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 間隔不定な時系列データからの知識発見2005

    • Author(s)
      本山 真也
    • Journal Title

      人工知能学会第69回知能発見ベースシステム研究会資料

      Pages: 27-32

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Inductive Logic Programming for Structure-Activity Relationship Studies on Large Scale Data2005

    • Author(s)
      Cholwich Nattee
    • Journal Title

      Proc.International Workshop on Computer Intelligence for Exabyte Scale Data Explosion (CIESDE'05) in conjunction with the 2005 International Symposium on Applications and the Internet

      Pages: 332-335

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] 多段階学習方式によるデータ収集と前処理の自動化2005

    • Author(s)
      沼尾 正行
    • Journal Title

      人工知能学会誌 20

      Pages: 164-171

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Inductive Logic Programming for Multiple-Part Data : Applications on Structure-Activity Relationship Studies2005

    • Author(s)
      C.Nattee
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence Vol.20

      Pages: 159-166

    • NAID

      10022005121

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Inductive Logic Programming for Structure-Activity Relationship Studies on Large Scale Data2005

    • Author(s)
      C.Nattee
    • Journal Title

      Proc.International Workshop on Computer Intelligence for ExabyteScale Data Explosion (CIESDE'05) in conjunction with the 2005 International Symposium on Applications and the Internet

      Pages: 332-335

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Data gathering and automated preprocessing by a multiple-stage learningmethod2005

    • Author(s)
      M.Numao
    • Journal Title

      Journal of the Japanese Society for Artificial Intelligence Vol.20, No.2

      Pages: 164-171

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 多段階学習方式によるデータ収集と前処理の自動化2005

    • Author(s)
      沼尾 正行
    • Journal Title

      人工知能学会誌 20(3)

      Pages: 164-171

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Inductive Logic Programming for Multiple-Part Data : Applications on Structure-Activity Relationship Studies2005

    • Author(s)
      Cholwich Nattee
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence 20(3)

      Pages: 159-166

    • NAID

      10022005121

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Combining Partial Rules and Winnow Algorithm : Results on Classification of Dopamine Antagonist Molecules2004

    • Author(s)
      Sukree Sinthupinyo
    • Journal Title

      Proc. the 3rd International Workshop on Active Mining (AM 2004)

      Pages: 83-92

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Learning First-order Rules from Data with Multiple Parts : Applications on Mining Chemical Compound Data2004

    • Author(s)
      Cholwich Nattee
    • Journal Title

      Proc.the 21st International Conference on Machine Learning (ICML 2004) 21

      Pages: 606-614

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Combining Partial Rules and Winnow Algorithm : Results on Classification of Dopamine Antagonist Molecules2004

    • Author(s)
      S.Sinthupinyo
    • Journal Title

      Proc.the 3rd International Workshop on Active Mining (AM 2004)

      Pages: 83-92

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Learning First-order Rules from Data with Multiple Parts : Applications on Mining Chemical Compound Data2004

    • Author(s)
      C.Nattee
    • Journal Title

      Proc.The 21st International Conference on Machine Learning (ICML 2004) Vol.21

      Pages: 606-614

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Combining Partial Rules and Winnow Algorithm : Results on Classification of Dopamine Antagonist Molecules2004

    • Author(s)
      Sukree Sinthupinyo
    • Journal Title

      Proc.the 3rd International Workshop on Active Mining (AM 2004)

      Pages: 83-92

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Learning First-order Rules from Data with Multiple Parts : Applications on Mining Chemical Compound Data2004

    • Author(s)
      Cholwich Nattee
    • Journal Title

      Proc.the 21st International Conference on Machine Learning (ICML2004)

      Pages: 606-614

    • Related Report
      2004 Annual Research Report
  • [Journal Article] MSIP : Agents Embodying a Category-based Learning Process for the ITS Tutor to Self-improve Its Instructional Plans2004

    • Author(s)
      Roberto Legaspi
    • Journal Title

      Proc.the 8th Pacific Rim International Conference on Artificial Intelligence (PRICAI2004)

      Pages: 114-123

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Multiple-Instance Learning Based Heuristics for Mining Chemical Compound Structure2004

    • Author(s)
      Cholwich Nattee
    • Journal Title

      Proc.Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ, and IEICE-SIGAI on Active Mining

      Pages: 7-12

    • NAID

      110003205585

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Partial Rule Weighting Using Single-Layer Perceptron2004

    • Author(s)
      Sukree Sinthupinyo
    • Journal Title

      Proc.Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ, and IEICE-SIGAI on Active Mining

      Pages: 39-44

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Preprocessing Planning for Data Mining2004

    • Author(s)
      Atsushi Shiro
    • Journal Title

      Proc.Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ, and IEICE-SIGAI on Active Mining

      Pages: 85-90

    • Related Report
      2004 Annual Research Report
  • [Journal Article] SBSOM : Self-Organizing Map for visualizing structure in the time series of hot topics2004

    • Author(s)
      Ken-ichi Fukui
    • Journal Title

      Proc.Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ, and IEICE-SIGAI on Active Mining

      Pages: 19-24

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Using Neural Network to Weight the Partial Rules : Application to Classification of Dopamine Antagonist Molecules2004

    • Author(s)
      Sukree Sinthupinyo
    • Journal Title

      Proc.Pacific Rim Knowledge Acquisition Workshop (PKAW04)

      Pages: 183-195

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Mining Chemical Compound Structure Data Using Inductive Logic Programming2003

    • Author(s)
      Cholwich Nattee
    • Journal Title

      Proc.the 2nd International Workshop on Active Mining 2

      Pages: 159-168

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Relational Mining for Temporal Medical Data2003

    • Author(s)
      Ryutaro Ichise
    • Journal Title

      Proc.the 2nd IASTED International Conference on Information and Knowledge Sharing 2

      Pages: 164-169

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Integrating Multiple Internet Directories by Instance-based Learning2003

    • Author(s)
      Ryutaro Ichise
    • Journal Title

      Proc.the 18th International Joint Conference on Artificial Intelligence 18

      Pages: 22-28

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Self-evaluated Learning Agent in Multiple State Games2003

    • Author(s)
      Koichi Moriyama
    • Journal Title

      Lecture Notes in Artificial Intelligence 2837

      Pages: 289-300

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Distance-based Heuristics in Inductive Logic Programming for Multiple-Instance Data2003

    • Author(s)
      Cholwich Nattee
    • Journal Title

      人工知能学会全国大会(第17回)論文集 17(CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] ILPを用いた時系列データからの知識発見2003

    • Author(s)
      佐藤 慶宜
    • Journal Title

      人工知能学会全国大会(第17回)論文集 17(CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Mining Chemical Compound Structure Data Using Inductive Logic Programming2003

    • Author(s)
      C.Nattee
    • Journal Title

      Proceedings of 2nd International Workshop on Active Mining Vol.2

      Pages: 159-168

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Relational Mining for Temporal Medical Data2003

    • Author(s)
      R.Ichise
    • Journal Title

      Proc.the 2nd IASTED International Conference on Information and Knowledge Sharing Vol.2

      Pages: 164-169

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Integrating Multiple Internet Directories by Instance-based Learning2003

    • Author(s)
      R.Ichise
    • Journal Title

      Proc.the 18th International Joint Conference on Artificial Intelligence Vol.18

      Pages: 22-28

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Self-evaluated Learning Agent in Multiple State Games2003

    • Author(s)
      K.Moriyama
    • Journal Title

      Lecture Notes in Artificial Intelligence Vol.2837

      Pages: 289-300

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Learning Organization in Global Intelligence2002

    • Author(s)
      Masayuki Numao
    • Journal Title

      AAAI Spring Symposium (AAAI Press)

      Pages: 41-47

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Constructive Adaptive User Interfaces2002

    • Author(s)
      Masayuki Numao
    • Journal Title

      Proc.Eighteenth National Conference on Artificial Intelligence AAAI-02 18

      Pages: 193-198

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Data Mining on the WAVEs- Word-of-mouth-Assisting Virtual Environments2002

    • Author(s)
      Masayuki Numao
    • Journal Title

      Frontiers in Artificial Intelligence and Applications 79

      Pages: 11-20

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Construction of a Learning Agent Handling Its Rewards2002

    • Author(s)
      Koichi Moriyama
    • Journal Title

      Proc.the First International Joint Conferenceon Autonomous Agents and Multiagent Systems 1

      Pages: 1262-1263

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Active Information Gathering by Making Use of Existing Databases2002

    • Author(s)
      Tuan Nam Tran
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence 17・5

      Pages: 622-629

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 環境状況に応じて自己の報酬を操作する学習エージェントの構築2002

    • Author(s)
      森山 甲一
    • Journal Title

      人工知能学会論文誌 17・6

      Pages: 676-683

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Learning Organization in Global Intelligence2002

    • Author(s)
      M.Numao
    • Journal Title

      AAAI Spring Symposium (AAAI Press)

      Pages: 41-47

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Constructive Adaptive User Interfaces2002

    • Author(s)
      M.Numao
    • Journal Title

      Proc.Eighteenth National Conference on Artificial Intelligence AAAI-02 Vol.18

      Pages: 193-198

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Data Mining on the WAVEs-Word-of-mouth-Assisting Virtual Environments2002

    • Author(s)
      M.Numao
    • Journal Title

      Frontiers in Artificial Intelligence and Applications Vol.79

      Pages: 11-20

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Construction of a Learning Agent Handling Its Rewards2002

    • Author(s)
      K.Moriyama
    • Journal Title

      Proc.the First International Joint Conference on Autonomous Agents and Multiagent Systems Vol.1

      Pages: 1262-1263

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Active Information Gathering by Making Use of Existing Databases2002

    • Author(s)
      T.N.Tran
    • Journal Title

      Transactions of the Japanese Society of Artificial Intelligence Vol.17, No.5

      Pages: 622-629

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Geometric method for document understanding and classification Using on-line machine learning2001

    • Author(s)
      Cholwich Nattee
    • Journal Title

      Sixth International Conference on Document Analysis and Recognition, IEEE Computer Society Press 6

      Pages: 602-606

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Text data mining in biomedical literature by combining with an information retrieval approach2001

    • Author(s)
      Tuan Nam Tran, Masayuki Numao
    • Journal Title

      Proc.the 14th International Conference on Applications of Prolog, INAP Organizing Committee/Prolog Association of Japan 14

      Pages: 295-304

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Automated bias shift in a constrained space for logic program synthesis2001

    • Author(s)
      Chowdhury Rahman Mofizur, Masayuki Numao
    • Journal Title

      人工知能学会論文誌 16,6

      Pages: 548-556

    • NAID

      10015770533

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Global intelligenceによる知識流通2001

    • Author(s)
      沼尾 正行
    • Journal Title

      情報処理学会知能と複雑系研究会 1,ICS-124

      Pages: 1-8

    • NAID

      110002675086

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 口コミに基づく情報収集とデータ前処理2001

    • Author(s)
      沼尾 正行
    • Journal Title

      人工知能学会第46回人工知能基礎論 第54回知識ベースシステム研究会 第SIG-FAI/KBS-J

      Pages: 47-54

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Geometric method for document understanding and classification Using on-line machine learning2001

    • Author(s)
      C.Nattee
    • Journal Title

      Sixth International Conference on Document Analysis and Recognition (IEEE Computer Society Press) Vol.6

      Pages: 602-606

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Text data mining in biomedical literature by combining with an information retrieval approach2001

    • Author(s)
      T.N.Tran, Masayuki Numao
    • Journal Title

      Proc.the 14th International Conference on Applications of Prolog, INAP Organizing Committee/Prolog Association of Japan Vol.14

      Pages: 295-304

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Automated bias shift in a constrained space for logic program synthesis2001

    • Author(s)
      C.R.Mofizur, Masayuki Numao
    • Journal Title

      Transactions of the Japanese Society of Artificial Intelligence Vol.14

      Pages: 295-304

    • NAID

      10015770533

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Publications] Cholwich Nattee: "Mining Chemical Compound Structure Data Using Inductive Logic Programming"Proceedings of 2nd International Workshop on Active Mining. 2. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Ryutaro Ichise: "Relational Mining for Temporal Medical Data"Proc. the 2nd IASTED International Conference on Information and Knowledge Sharing. 2. 164-169 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Koichi Moriyama: "Self-evaluated Agent in Multiple State Games"Lecture Notes in Artificial Intelligence. 289-300. 289-300 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Cholwich Nattee: "Distance-based Heuristics in Inductive Logic Programming for Multiple-Instance Data"人工知能学会全国大会(第17回)論文集. 17. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 佐藤慶宜: "ILPを用いた時系列データからの知識発見"人工知能学会全国大会(第17回)論文集. 17. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] TRAN TUAN-NAM: "生物医学文献データベースを利用するデータマイニング"人工知能学会全国大会(第17回)論文集. 17. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Masayuki Numao: "Learning Organization in Global Intelligence"AAAI Spring Symposium, AAAI Press. 41-47 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Masayuki Numao: "Constructive Adaptive User Interfaces"Proc. Eighteenth National Conference on Artificial Intelligence AAAI-02. 18. 193-198 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Masayuki Numao: "Data Mining on the WAVEs-Word-of-mouth-Assisting Virtual Environments"Frontiers in Artificial Intelligence and Applications. 79. 11-20 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 山田 有吉: "多属性データに対する前処理の木構造を用いたモデル化"情報処理学会知能と複雑系研究会. 132. (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] Tuan Nam Tran: "Active Information Gathering by Making Use of Existing Databases"Transactions of the Japanese Society of Artificial Intelligence. 17・5. 622-629 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 森山甲一: "環境状況に応じて自己の報酬を操作する学習エージェントの構築"人工知能学会論文誌. 17・6. 676-683 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Masayuki Numao, Daishi Kato, Masaru Yokoyama: "Learning organization in global intelligence"AAAI Spring Symposia. (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] Cholwich Nattee, Masayuki Numao: "Geometric method for document understanding and classification using on-line machine learning"Sixth International Conference on Document Analysis and Recognition. 602-606 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Tuan Nam Tran, Masayuki Numao: "Text data mining in biomedical literature by combining with an information retrieval approach"Proc. the 14th International Conference on Applications of Prolog. 295-304 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Chowdhury Rahman Mofizur, Masayuki Numao: "Automated bias shift in a constrained space for logic program synthesis"人工知能学会論文誌. Vol.16, No.6. 548-556 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 沼尾正行: "Global intelligenceによる知識流通"情報処理学会知能と複雑系研究会. Vol.01-ICS-124. 1-8 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 沼尾正行, 吉田匡志, 伊藤雄介: "ロコミに基づく情報収集とデータ前処理"人工知能学会第46回人工知能基礎論/第54回知識ベースシステム研究会. 第SIG-FAl/KB S-J巻. 47-54 (2001)

    • Related Report
      2001 Annual Research Report

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Published: 2001-04-01   Modified: 2021-04-07  

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