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Theory and application of ordinal pattern analysis

Research Project

Project/Area Number 25870425
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Soft computing
Foundations of mathematics/Applied mathematics
Research InstitutionKobe University

Principal Investigator

HARUNA Taichi  神戸大学, 理学(系)研究科(研究院), 助教 (20518659)

Project Period (FY) 2013-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords順列エントロピー / 残留エントロピー / 伝達エントロピー / 時系列解析 / 定常確率過程 / 半順序集合 / 脳波 / 複雑ネットワーク
Outline of Final Research Achievements

Ordinal pattern analysis is a method to extract information from a time series based on the up and down patterns in it. In this study, the following three results were achieved. First, we proved new equalities between entropies of a stationary time series and their ordinal analogs in appropriate conditions. Second, we extended the conventional ordinal pattern analysis based on the linear order relationship to that based on the partial order relationships. Many mathematical results known in the conventional ordinal pattern analysis were generalized. Finally, as a new application of the ordinal pattern analysis, we analyzed the electrocorticogram recorded from the inferior temporal cortex of macaque monkeys by the symbolic local transfer entropy. We revealed the pattern of information transfer associated with the propagation of visually-evoked potential.

Report

(3 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • Research Products

    (5 results)

All 2014 2013

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (4 results)

  • [Journal Article] Permutation Approach to Finite-Alphabet Stationary Stochastic Processes Based on the Duality between Values and Orderings2013

    • Author(s)
      Taichi Haruna and Kohei Nakajima
    • Journal Title

      European Physical Journal Special Topics

      Volume: 222 Issue: 2 Pages: 383-399

    • DOI

      10.1140/epjst/e2013-01848-5

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 順列エントロピー:基礎と応用2014

    • Author(s)
      春名太一
    • Organizer
      Nagahama Workshop “From Quantum to Life”
    • Place of Presentation
      長浜バイオ大学(滋賀県長浜市)
    • Year and Date
      2014-11-13 – 2014-11-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] 下側頭葉皮質における視覚応答の階層的な活動伝搬2014

    • Author(s)
      川嵜 圭祐、春名 太一、藤木 裕也、澤畑 博人、谷川 久、飯島 淳彦、鈴木 隆文、長谷川 功
    • Organizer
      第37回日本神経科学大会
    • Place of Presentation
      パシフィコ横浜(神奈川県横浜市)
    • Year and Date
      2014-09-11 – 2014-09-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] 順列エントロピーと双対性2013

    • Author(s)
      春名太一
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山国際会議場
    • Related Report
      2013 Research-status Report
  • [Presentation] マカクザル下側頭葉皮質視覚情報処理における整流作用:順列局所伝達エントロピー解析2013

    • Author(s)
      藤木裕也, 春名太一, 川嵜圭祐, 溝畑博人, 鈴木隆文, 長谷川功
    • Organizer
      第14回計測自動制御学会 システムインテグレーション部門講演会
    • Place of Presentation
      神戸国際会議場
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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