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Supporting Multimedia Authoring by using Machine Learning

Research Project

Project/Area Number 10680373
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionTokyo Institute of Technology

Principal Investigator

NUMAO Masayuki  Tokyo Institute of Technology, Graduate School of Information Science and Engineering, Associate professor, 大学院・情報理工学研究科, 助教授 (30198551)

Co-Investigator(Kenkyū-buntansha) 村田 剛志  群馬大学, 工学部, 助手 (90242289)
Project Period (FY) 1998 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥3,000,000 (Direct Cost: ¥3,000,000)
Fiscal Year 2000: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1999: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 1998: ¥1,600,000 (Direct Cost: ¥1,600,000)
KeywordsMachine Learning / Computer Music / Multimedia Authoring / Multistrategy Learning / Automatic Arrangement / Kansei Information / Karaoke / Authoring Support
Research Abstract

We propose a method to locate relations and constraints between a music score and its impressions, by which we show that machine learning techniques may provide a powerful tool for composing music and analyzing human feelings. We examine its generality by modifying some arrangements to provide the subjects with a speci-fied impression. This research introduces some user interfaces. They are capable of predicting feelings and creating new objects based on seed structures, such as spec-trums and their transition for sounds that have been extracted and are perceived as favorable by the test subject.

Report

(4 results)
  • 2000 Annual Research Report   Final Research Report Summary
  • 1999 Annual Research Report
  • 1998 Annual Research Report
  • Research Products

    (39 results)

All Other

All Publications (39 results)

  • [Publications] Masayuki Numao: "Modeling Human Feelings in Music"Proc.International Conf.on Cognitive Modeling. 3. 291-292 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masayuki Numao: "Long-term learning in Global Intelligence"International Workshop on Machine Intelligence. 17. (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Raymund Sison: "Multistrategy Discovery and Detection of Novice Programmer Errors"Machine Learning. 38・1/2. 157-180 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Oscar Ortega: "Ordered Estimation of Missing Values for Propositional Learning"Journal of Japanese Society for Artificial Intelligence. 15・1. 162-168 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Koichi Moriyama: "Constructing an Autonomous Agent with an Interdependent Heuristics"Lecture Notes in Artificial Intelligence. 1886. 329-339 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masayuki Numao: "Modeling Embedded Persons - Cognitive Modeling in Global Intelligence"Proc.International Conf.on Cognitive Modeling. 3. 289-290 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 沼尾正行(分担): "エンサイクロペディア情報処理"オーム社. 572 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masayuki Numao and Shoichi Takagi: "Modeling human feelings in music"Proc. International Conf. on Cognitive Modeling. 3. 291-292 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masayuki Numao: "Long-term learning in Global Intelligence"International Workshop on Machine Intelligence. 17. (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Raymund Sison, Masayuki Numao, and Masamichi Shimura: "Multistrategy Discovery and Detection of Novice Programmer Errors"Machine Learning. 38,1/2. 157-180 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Oscar Ortega and Masayuki Numao: "Ordered estimation of missing values of propositional learning"Journal of Japanese Society for Artificial Intelligence. 15,1. 162-168 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Koichi Moriyama and Masayuki Numao: "Constructing and autonomous agent with an interdependent heuristics"Lecture Notes in Artificial Intelligence. 1886. 329-339 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masayuki Numao: "Modeling Embedded Persons-Cognitive Modeling in Global Intelligence"Proc. International Conf. on Cognitive Modeling. 3. 289-290 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Oscar Ortega: "Ordered estimation of missing values"Lecture Notes in Artificial Intelligence. 1574. 499-503 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masayuki Numao: "Learning of human feelings by inductive logic programming"Proc. Workshop on Applied Learning Theory. DOI-154. 1-17 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ken Kuriyama, Takao Terano, and Masayuki Numao: "Authoring Support by Interactive Genetic Algorithms"International Journal of Knowledge-Based Intellingent Engineering. 1,4. 197-202 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Raymund Sison: "Masayuki, Numao, and Masamichi Shimura, Discovering Error Classes from Discrepancies"User Modeling and User-Adapted Interaction. 8,12. 103-129 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Xiaolong Zhang and Masayuki Numao: "An efficient approach to handling noisy domains"Journal of Japanese Society for Artificial Intelligence. 13,2. 292-299 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Nada Lavrac, Saso Dzeroski, and Masayuki Numao: "Inductive Logic Programming for relational knowledge discovery"New Generation Computing. 17,1. 3-23 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masayuki Numao: "Modeling Human Feelings in Music"Proc.International Conf.on Cognitive Modeling. 3. 291-292 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Masayuki Numao: "Long-term learning in Global Intelligence"International Workshop on Machine Intelligence. 17. (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Raymund Sison: "Multistrategy Discovery and Detection of Novice Programmer Errors"Machine Learning. 38・1/2. 157-180 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Oscar Ortega: "Ordered Estimation of Missing Values for Propositional Learning"Journal of Japanese Society for Artificial Intelligence. 15・1. 162-168 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Koichi Moriyama: "Constructing an Autonomous Agent with an Interdependent Heuristics"Lecture Notes in Artificial Intelligence. 1886. 329-339 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Masayuki Numao: "Modeling Embedded Persons-Cognitive Modeling in Global Intelligence"Proc.International Conf.on Cognitive Modeling. 3. 289-290 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 沼尾正行(分担): "エンサイクロペディア情報処理"オーム社. 572 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Masayuki Numao: "Modeling Human Feelings in Music"Proc. International Conf.On Cognitive Modeling. 3. (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 沼尾正行: "ネットワーク上の重みとしての構造抽出"人工知能学会研究会資料 SIG-FAI/KBS. 99・02. 73-76 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Oscar Ortega: "Ordered Estimation of Missing Values"Lecture Notes in Artificial Intelligence. 1574. 499-503 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 市瀬龍太郎: "正例と負例に弁別不能な例からの関係学習"電子情報通信学会論文誌. J82D1・12. 1387-1393 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 市瀬龍太郎: "帰納学習における帰納論理プログラミングと遺伝的プログラミング"人工知能学会誌. 14・2. 307-314 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 石川孝: "リテラル連関とMDL基準による相対最小汎化の計算法"人工知能学会誌. 14・2. 326-333 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Masayuki Numao: "Learning of human feelings by inductive logic programming" Proc Workshop on applied learning theory. DOI・154. 1-17 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 市瀬龍太郎、沼尾正行: "帰納学習における帰納論理プログラミングと遺伝的プログラミングの統合" 人工知能学会論文誌. 14・2. (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] K.Kuriyama,T.Terano & M.Numao: "Authoring Support by Interactive Genetic Algorithms" International Journal of Knowlebge-Based Intelligent Engineering. 1・4. 197-202 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 村田剛志,沼尾正行: "2次元配置によるWebページ間の関係の視覚化" 人工知能学会研究会 SIG-FAI. 35. (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] R.Sison,M.Numao & M.Shimura: "Discorering Error Classes from Discrepancies" User Modeling and User-Adapted Interaction. 8・1-2. 103-129 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] X.Zhang and M.Numao: "An Efficient Approach to Handling Noisy Dowains" 人工知能学会論文誌. 13・2. 292-299 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Lavrac,Dzeroski and Numao: "Inductive Logic Programming for Relational Knowledge Discolery" New Generation Computing. 17・1. 3-23 (1998)

    • Related Report
      1998 Annual Research Report

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Published: 1998-04-01   Modified: 2016-04-21  

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