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Probabilistic generative models and learning -application to realistic data and brain measurements-

Research Project

Project/Area Number 20700220
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Sensitivity informatics/Soft computing
Research InstitutionNational Institute of Information and Communications Technology

Principal Investigator

TERAZONO Yasushi  National Institute of Information and Communications Technology, 大学院・新領域創成科学研究科, 特任研究員 (90435785)

Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2010: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2009: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2008: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords確率 / 生成モデル / 脳活動 / 隠れ状態 / MEG / 逆問題 / 11-ノルム / 疎 / スパース / ブロックスパース / ベクトル場 / 2次錐計画問題 / l1-ノルム / 学習 / 情報量
Research Abstract

Problems of estimating sparse source vector fields from the measured data of them were addressed by assuming a generative model. These fields can be regarded as block-sparse vectors, that have larger values at smaller points and whose elements have groupwise (blockwise) structure. (1) A source estimation method robust against forward calculation errors was proposed, and (2) A reconstruction principle of point source in linear inverse problems was proved.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (5 results)

All 2010 2008

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (3 results)

  • [Journal Article] Point source reconstruction principle of linear inverse problems2010

    • Author(s)
      Yasushi Terazono, Norio Fujimaki, Tsutomu Murata, Ayumu Matani
    • Journal Title

      Inverse Problems Vol.26 参照番号115016

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Point source reconstruction principle of linear inverse problems2010

    • Author(s)
      Yasushi Terazono, Norio Fujimaki, Tsutomu Murata, Ayumu Matani
    • Journal Title

      Inverse Problems

      Volume: 26

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] 生体磁気逆問題のスパース解法の順問題誤差へのロバスト化2008

    • Author(s)
      寺園泰
    • Organizer
      統計数理研究所研究集会「逆問題とその応用」
    • Place of Presentation
      東京
    • Year and Date
      2008-10-23
    • Related Report
      2010 Final Research Report 2008 Annual Research Report
  • [Presentation] A Nonlinear Minimum Norm Method for Bioelectromagnetic Inverse Problems Robust Against Forward Calculation Errors2008

    • Author(s)
      Yasushi Terazono
    • Organizer
      International Conference on Biomagnetism 200
    • Place of Presentation
      Sapporo
    • Year and Date
      2008-08-25
    • Related Report
      2010 Final Research Report
  • [Presentation] A Nonlinear Minimum Norm Method for Bioelectromagnetic Inverse Problems Robust Against Forward Calculation Errors2008

    • Author(s)
      寺園 泰
    • Organizer
      International Conference on Biomagnetism 2008
    • Place of Presentation
      Sapporo
    • Year and Date
      2008-08-25
    • Related Report
      2008 Annual Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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