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Numerical Algorithm for Inverse Problems and its Application to Multimedia Information Systems.

Research Project

Project/Area Number 09650075
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Engineering fundamentals
Research InstitutionUniversity of Tsukuba

Principal Investigator

KITAGAWA Takashi  University of Tsukuba Inst. of Information Sciences and Electronics, Associate Professor., 電子・情報工学系, 助教授 (60153095)

Co-Investigator(Kenkyū-buntansha) SAKURAI Tetsuya  University of Tsukuba Inst. of Information Sciences and Electronics, Associate Professor., 電子・情報工学系, 助教授 (60187086)
NATORI Makoto  University of Tsukuba Inst. of Information Sciences and Electronics, Professor., 電子・情報工学系, 教授 (70013745)
Project Period (FY) 1997 – 1999
Project Status Completed (Fiscal Year 1999)
Budget Amount *help
¥2,100,000 (Direct Cost: ¥2,100,000)
Fiscal Year 1999: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 1998: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 1997: ¥700,000 (Direct Cost: ¥700,000)
KeywordsInverse Problems / Multimedia Information Systems / Semantic Associative Search / Numerical Algorithms. / 意味的相互運用性 / 意味の数学モデル / メディア情報検索
Research Abstract

In this research project, we designed and analyzed numerical algorithm for inverse problems. The problems originally comes from inversion of compact operators whose typical example is Fredholm integral equations of the first kind. Our main theme includes developing stable numerical algorithm and giving its mathematical foundations. Moreover we extended our algorithms to multimedia information system and proposed new mathematical model which enables semantic interpretation of data items.
The essential operation of regularization is that selecting an appropriate subspace according to the constraint. We generalized this operation to semantic interpretation where the constraint corresponds to context. We can deal with meaning which is the relation of content and the context using the model. This model is applied to actual information systems including meta-database systems and associative search for multimedia data.
We also developed a learning mechanism to deal with individual differences and an accelerating method to realize real time information retrieval. We actually applied this method to semantic image search, multilingual meta search, media search including music, colours and so on.

Report

(4 results)
  • 1999 Annual Research Report   Final Research Report Summary
  • 1998 Annual Research Report
  • 1997 Annual Research Report
  • Research Products

    (42 results)

All Other

All Publications (42 results)

  • [Publications] Y.Kiyoki,T.Kitagawa and K.Kurata: "An Adaptive Learning mechanism for semantic associative search in detabases and knowledge bases"Information Modeling and Knowledge Bases(IOS Press). Vol.8. 345-360 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 宮原隆行、清木康、北川高嗣: "意味の数学モデルによる意味的連想検索の高速化アルゴリズムとその実現方法"情報処理学会論文誌. Vol.38, No.7. 1399-1411 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y.Kiyoki,A.Miyagawa and T.Kitagawa: "A new learning mechanism for information acquisition in multi-database environment"Information Modeling and Knowledge Bases(IOS Press). Vol.9. 221-238 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] N.Yoshida,Y.Kiyoki and T.Kitagawa: "An associative search method based on symbolic filtering and semantic ordering for database systems"Proceedings of IFIP'97. DS-7. 215-237 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y.Kiyoki,T.Kitagawa and T.Hayama: "A meta-database system for semantic image search by mathematical model of meaning"Chapter 7, in "Managing Multimedia Data"(S.Amidt et al. eds.)(MacGraw Hill). 191-222 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y.Kiyoki,X.Chen and T.Kitagawa: "A WWW intelligent information retrieval system utilizing a semantic associative search method, Web Technologies and Applications"Proceeding of APWeb98(Asia Pacific Web Conference 1998)(International Academic Publishers). 93-102 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] X.Chen,Y.Kiyoki and T.Kitagawa: "A multi-language oriented intelligent information retrieval system utilizing a semantic associative search method"Proc. 17th IASTED International Conference on Applied Informatics. 135-140 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] N.Yoshida,Y,Kiyoki and T.Kitagawa: "An associative search method based on symbolic filtering and semantic ordering for database systems"Data Mining and Reverse engineering-Searching for Semantics-(S.Spaccapietra et al. eds.)(IFIP, Chapman & Hall). 105-130 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 吉田尚文、清木康、北川高嗣: "意味的連想探索機能をもつメディア情報探索システムの実現方式"情報処理学会論文誌. Vol.39,No.4. 911-922 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] T.Kitagawa,Y.Kiyoki and K.Nakamura: "Semantic media data search method by the mathematical model of meaning for multimedia information systems"Information Modeling and Knowledge bases. Vol.10. 136-151 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 宮川明子、清木康、宮原隆行、北川高嗣: "画像データベースのための意味の数学モデルによる意味的連想検索の高速化アルゴリズム"情報処理学会論文誌. Vol.41,No.SIG1(TOD5). 1-10 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y.Kiyoki and T.Kitagawa: "Application of a semantic associative search method to multidatabases for environmental information"Information Modeling and Knowledge Bases. Vol.11. 74-84 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 吉田尚史、図子泰三、清木康、北川高嗣: "ドキュメントデータ群を対象とした文脈依存動的クラスタリングおよび意味的データマイニング方式"情報処理学会論文誌. Vol.41,No.SIG1(TOD5). 127-139 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 中田晋、細田陽介、北川高嗣: "直説法を用いた正則化法とその最適化"応用数理学会論文誌. accepted. (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] S.Nakata,T.Kitagawa and Y.Hosoda: "Regularization method by rank revealing QR factorization and its optimization"the Second Conference on Numerical Analysis and Applications,Rousse,Bulgaria. accepted,June. (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Takashi Kitagawa and Yasushi Kiyoki: "Fundamental framework for media data retrieval systems using media lexico transformation operator"Information Modeling and Knowledge Bases(IOS Press). accepted. (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y. Kiyoki, T. Kitagawa and K. Kurata: "An Adaptive Learning mechanism for semantic associative search in databases and knowledge bases"Information Modeling and Knowledge Bases, IOS Press. Vol.8. 345-360 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] N. Yoshida, Y. Kiyoki and T. Kitagawa: "An associative search method based on symbolic filtering and semantic ordering for database systems"Proceedings of IFIP'97. DS-7. 215-237 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y. Kiyoki, X. Chen and T. Kitagawa: "A WWW intelligent information retrieval system utilizing a semantic associative search method, Web Technologies and Applications"Proceeding of APWeb98(Asia Pacific Web Conference 1998), International Academic Publishers. 93-102 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y. Kiyoki, A. Miyagawa and T. Kitagawa: "A new learning mechanism for information acquisition in multi-database environment"Information Modeling and Knowledge Bases, IOS Press. Vol.9. 221-238 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] X. Chen, Y. Kiyoki and T. Kitagawa: "A multi-language oriented intelligent information retrieval system utilizing a semantic associative search method."Proc. 17th IASTED International Conference on Applied Informatics. 135-140 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y. Kiyoki, T. Kitagawa and T. Hayama: "A meta-database system for semantic image search by mathematical model of meaning, Chapter 7"in "Managing Multimedia Data", S. Amidt et. al. eds., MacGraw Hill. (Collection of original research papers). 191-222 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] N. Yoshida, Y. Kiyoki and T. Kitagawa: "An associative search method based on symbolic filtering and semantic ordering for database systems, in "Data Mining and Reverse engineering"-Searching for Semantics-", S. Spaccapietra et. al. eds., IFIP, Chapman & Hall. 105-130 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] T. Kitagawa, Y. Kiyoki and K. Nakamura: "Semantic media data search method by the mathematical model of meaning for multimedia information systems"Information Modeling and Knowledge bases. Vol.10. 136-151 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y. Kiyoki and T. Kitagawa: "Metadata system for environmental information"Information Modeling and Knowledge bases. Vol.11(to appear). (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] T.Kitagawa,Y.Kiyoki and K.Nakamura: "Semantic media data search method by the mathematical model of meaning for multimedia information systems."Information Modeling and Knowledge bases. vol.10. 136-151 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 宮川明子,清木康,宮原隆行,北川高嗣: "画像データベースのための意味の数学モデルによる意味的連想検索の高速化アルゴリズム"情報処理学会論文誌. to appear. (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] Y.Kiyoki and T.Kitagawa: "Metadata system for environmental information"Information Modeling and Knowledge bases. vol.11(to apper). (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 吉田尚史 図子泰三,清水康,北川高嗣: "ドキュメントデータ群を対象とした,文脈依存動的クラスタリングおよび意味的データマイニング方式"情報処理学会論文誌. (to apper). (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] T.Kitagawa,Y.Kiyoki and K.Nakamura: "Semantic media data search method by the mathematical model of meaning for multimedia information systems" Information Modeling and Knowledge bases. Vol.10. 136-151 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 吉田尚文、清木康、北川高嗣: "「意味的連想検索機能を持つメディア情報検索システムの実現方式」" 情報処理学会論文誌. Vol.39 No.4. 911-922 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] N.Yoshida,Y.Kiyoki and T.Kitagawa: "An associative search method based on symbolic filtering and semantic ordering for database systems" Data Mining and Reverse Engineering Proceedings of IFIP'97. DS-7. 215-237 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Kiyoki,X.Chen and T.Kitagawa: "A WWW intelligent information retrieval system utilizing a semantic associative search method" Web Technologies and Applications: Proceeding of APWeb98(Asia Pacific Web Conference 1998),International Academic Publishers. 93-102 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Kiyoki,A.Miyagawa and T.Kitagawa: "A new learning mechanism for information acquisition in multi-database environment" Information Modeling and Knowledge Bases. Vol.9. (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Kiyoki,T.Kitagawa and K.Kurata: "An Adaptive Learning mechanism for semantic associative search in databases and knowledge bases" Information Modeling and Knowledge Bases. Vol.8. 345-360 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Kiyoki,T.Kitagawa and T.Hayama: ""Managing Multimedia Data" (A meta-database system for semantic image search by mathematical model of meaning,Chapter 7)" S.Amidt et.al.eds.,MacGraw Hill, 384 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 宮原隆行: "意味の数学モデルによる意味的連想検索の高速化アルゴリズム" 情報処理学会論文誌. Vol.38,No.7. 1399-1411 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Y.Kiyoki: "An adaptive leaning mechanism for semantic associative search" Information Modelling and knowledge Bases. Vol.8. 345-360 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 吉田尚之: "意味的連想検索機能を持つメディア情報検索システム" 情報処理学会論文誌. Vol.39(掲載予定). (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] Y.Kiyoki: "A new learning mechanism for information aqnisition" Information Modelling and knowledge Bases. Vol.9. To appear (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] N.Yoshida: "An associative search method based on symbolic filtering and semantic ordering" Proceedings of IFIP97,DS-7. 215-237 (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] Y.Kiyoki: "Managing Multimedia Data" MacGraw Hill (S.Amidt et.al.eds,分担執筆) (To appear), (1998)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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