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2000 Fiscal Year Final Research Report Summary

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)

Project Period (FY) 1998 – 2000
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.

  • Research Products

    (19 results)

All Other

All Publications (19 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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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

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Published: 2002-03-26  

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