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2005 Fiscal Year Final Research Report Summary

Statistical Mechanical Approach to Probabilistic Information Processing

Research Project

Project/Area Number 14084101
Research Category

Grant-in-Aid for Scientific Research on Priority Areas

Allocation TypeSingle-year Grants
Review Section Science and Engineering
Research InstitutionTohoku University

Principal Investigator

ANAKA Kazuyuki  Tohoku University, Graduate School of Information Sciences, Associate Professor, 大学院情報科学研究科, 助教授 (80217017)

Co-Investigator(Kenkyū-buntansha) NISHIMORI Hidetoshi  Tokyo Institute of Technology, Department of Physics, Professor, 大学院理工学研究科, 教授 (70172715)
KABASHIMA Yoshiyuki  Tokyo Institute of Technology, Interdisciplinary Graduate School of Science and Engineering, Professor, 大学院総合理工学研究科, 教授 (80260652)
TANAKA Toshiyuki  Kyoto University, Graduate School of Informatics, Professor, 大学院情報学研究科, 教授 (10254153)
Project Period (FY) 2002 – 2006
Keywordsalgorithm / modeling / soft computing / probabilistic information processing / statistical science / statistical mechanical informatics
Research Abstract

In our project, we have organized the following workshops:
1. Workshop on Statistical Mechanical Approach to Probabilistic Information Processing (Tokyo, December 2002).
2. International Workshop on Hayashibara Forum 2003-Physics and Information-, (Okayama, July 2003).
3. Satellite Meeting of STATPHYS 22 "Statistical Physics of Disordered Systems and Its Applications (SPDSA2004)" (Hayama, July 2004).
4. First Workshop on Mathematics of Statistical Inference (Tohoku University, December 2004)
5. Workshop on Randomness and Computation (Sendai, July 2005)
6. Second Workshop on Mathematics of Statistical Inference (Tokyo Institute of Technology, December 2005)
Particularly, we have edited the proceedings of SPDSA2004 in Hayama and have published as the supplementary issue of Progress of Theoretical Physics. Moreover, we organized the series of tutorial lecture notes in the journal "Mathematical Sciences" (Saiensu-Sha Co., Japan, November 2004-December 2005). The series of tutorial lecture notes have been published as the special issue of the Mathematical Sciences entitled by "Probabilistic Information Processing and Statistical Mechanics【triple bond】Various Approaches and Their Tutorials【triple bond】." By the organizations of the workshops as well as tutorials and by the publications of some review papers and textbooks, a lot of fundamental ideas and useful theoretical frameworks of statistical mechanical approaches to probabilistic information processing have been constructed and have penetrated in the related scientific areas.

  • Research Products

    (13 results)

All 2006 2005 2004 2003 2002

All Journal Article (12 results) Book (1 results)

  • [Journal Article] 序文--確率・統計モデルが切り開く推論と学習の新しいパラダイム2005

    • Author(s)
      田中和之, 樺島祥介, 田中利幸
    • Journal Title

      電子情報通信学会誌 Vol.88・No.9

      Pages: 696-697

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Introduction : New Research paradigm of probabilistic Inference and statistical learning2005

    • Author(s)
      Kazuyuki Tanaka, Yoshiyuki Kabashima, Toshiyuki Tanaka
    • Journal Title

      The Journal of the Institute of Electronics Information and Communication Engineering Vol.88, No.9

      Pages: 696-697

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] 確率的情報処理--確率モデルと統計力学を用いた情報処理の新展開2004

    • Author(s)
      田中和之, 樺島祥介, 田中利幸
    • Journal Title

      数理科学 Vol.42,No.11

      Pages: 61-18

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] 統計的学習モデルへの統計力学的アプローチ2004

    • Author(s)
      樺島祥介
    • Journal Title

      人工知能学会誌 Vol.19,No.6

      Pages: 648-655

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Probabilistic information processing ---New trend of information processing by means of probabilistic models and statistical mechanics2004

    • Author(s)
      Kazuyuki Tanaka, Yoshiyuki Kabashima, Toshiyuki Tanaka
    • Journal Title

      Mathematical Sciences Vol.42, No.11

      Pages: 61-68

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Preface : Novel theories in statistical learning models2004

    • Author(s)
      Yoshiyuki Kabashima
    • Journal Title

      Journal of the Japanese Socoety for Artificial Intelligence Vol.19, No.6

      Pages: 648-655

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] 大規模統計モデルにもとづく情報処理--モノの理とコトの技2003

    • Author(s)
      田中和之, 樺島祥介
    • Journal Title

      計測と制御 Vol.42・No.8

      Pages: 622-625

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Preface of the Special Issue 'Statistical Physics of Disoreded Systems : From real materials to optimization and codes'2003

    • Author(s)
      Enzo Marinari, Hidetoshi Nishimori, Federico Ricci-Tersenghi
    • Journal Title

      Journal of Physical A : Mathematical and General Vol.36・No.43

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Large-scale statistical model and information processing---Science of material and art of information processing---2003

    • Author(s)
      Kazuyuki Tanaka, Yoshiyuki Kabashima
    • Journal Title

      Journal of the Society of Instrument and control Engineerings Vol.42, No.8

      Pages: 622-625

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Preface of the Special Issue 'Statistical physics of disoreded systems : From real materials to optimization and codes'2003

    • Author(s)
      Enzo Marinari, Hidetoshi Nishimori, Federico Ricci-Tersenghi
    • Journal Title

      Journal of Physical A : Mathematical and General Vol.36・No.43

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] A statistical-mechanics approach to large-system analysis of CDMA multiuser detectors2002

    • Author(s)
      Toshiyuki Tanaka
    • Journal Title

      IEEE Transactions on Information Theory Vol.48・No.11

      Pages: 2888-2910

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] A statistical-mechanics approach to large-system analysis of CDMA multiuser detectors2002

    • Author(s)
      Toshiyuki Tanaka
    • Journal Title

      IEEE Transactions on Information Theory Vol.48・No. 11

      Pages: 2888-2910

    • Description
      「研究成果報告書概要(欧文)」より
  • [Book] Statistical Physics of Disordered Systems and Its Applications (Progress of Theoretical Physics, Supplement, No. 157)2006

    • Author(s)
      Koji Hukushima, Kazuyuki Tanaka, Hidetoshi Nishimori
    • Total Pages
      360
    • Publisher
      理論物理学刊行会
    • Description
      「研究成果報告書概要(和文)」より

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Published: 2008-05-27  

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