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New developments of statistical data analysis with algebraic topology

Research Project

Project/Area Number 26540016
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Statistical science
Research InstitutionThe Institute of Statistical Mathematics

Principal Investigator

Fukumizu Kenji  統計数理研究所, 数理・推論研究系, 教授 (60311362)

Co-Investigator(Kenkyū-buntansha) 平岡 裕章  東北大学, 原子分子材料科学高等研究機構, 教授 (10432709)
栗木 哲  統計数理研究所, 数理・推論研究系, 教授 (90195545)
Co-Investigator(Renkei-kenkyūsha) MATSUE Kaname  九州大学, マス・フォア・インダストリ研究所, 助教 (70610046)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords多変量解析 / 代数的位相幾何 / 多様体学習 / 統計的位相幾何 / 代数的位相帰化
Outline of Final Research Achievements

(1) Kernel methods for vectorizing persitence diagrams has been proposed, and they have been applied to detecting the phase transition temperature between glass and liquid. (2) A framework for phyogeny analysis has been proposed based on manifold learning and gene clustering. (3) The method of Euler number has been applied to derive reliability intervals of regression problems as well as the distribution of maximum eigenvalue of random matrices.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (23 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (3 results) Journal Article (8 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 8 results,  Open Access: 3 results,  Acknowledgement Compliant: 1 results) Presentation (10 results) (of which Int'l Joint Research: 2 results,  Invited: 4 results) Remarks (2 results)

  • [Int'l Joint Research] University of Kentucky/North Dakota State University(米国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] Kentucky University/North Dakota State University(米国)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] Pennsylvania State University(米国)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Multilocus phylogenetic analysis with gene tree clustering2017

    • Author(s)
      Ruriko Yoshida, Kenji Fukumizu, Chrysafis Vogiatzis
    • Journal Title

      Annals of Operations Research

      Volume: 印刷中 Issue: 1-2 Pages: 293-313

    • DOI

      10.1007/s10479-017-2456-9

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Persistence weighted Gaussian kernel for topological data analysis2016

    • Author(s)
      Genki Kusano and Yasuaki Hiraoka and Kenji Fukumizu
    • Journal Title

      Proceedings of The 33rd International Conference on Machine Learning

      Volume: - Pages: 2004-2013

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A Characterization of Minimum Spanning Tree-like Metric Spaces2016

    • Author(s)
      Hayamizu, M., Endo, H. and Fukumizu, K.
    • Journal Title

      IEEE/ACM Transactions on Computational Biology and Bioinformatics

      Volume: 99 Issue: 2 Pages: 1-1

    • DOI

      10.1109/tcbb.2016.2550431

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Persistence weighted Gaussian kernel for topological data analysis2016

    • Author(s)
      Genki Kusano, Yasuaki Hiraoka, and Kenji Fukumizu
    • Journal Title

      Proc. 33rd International Conference on Machine Learning

      Volume: 1 Pages: 1-9

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Chi-square mixture representations for the distribution of the scalar Schur complement in a noncentral Wishart matrix2015

    • Author(s)
      Constantin Siriteanu, Satoshi Kuriki, Donald Richards, Akimichi Takemura
    • Journal Title

      Statistics & Probability Letters

      Volume: 115 Pages: 79-87

    • DOI

      10.1016/j.spl.2016.02.016

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Schur complement based analysis of MIMO zero-forcing for Rician fading2015

    • Author(s)
      Constantin Siriteanu, Akimichi Takemura, Satoshi Kuriki, Donald St. P. Richards, and Hyundong Shin
    • Journal Title

      IEEE Transactions on Wireless Communications

      Volume: 14(4) Issue: 4 Pages: 1757-1771

    • DOI

      10.1109/twc.2014.2371467

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A topological measurement of protein compressibility2015

    • Author(s)
      M. Gameiro, Y. Hiraoka, S. Izumi, M. Kramar, K. Mischaikov, V. Nanda
    • Journal Title

      Japan Journal of Industrial and Applied Mathematics

      Volume: 32 Issue: 1 Pages: 1-17

    • DOI

      10.1007/s13160-014-0153-5

    • NAID

      210000186738

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Exact MIMO Zero-Forcing Detection Analysis for Transmit-Correlated Rician Fading2014

    • Author(s)
      Constantin Siriteanu, Steven D. Blostein, Akimichi Takemura, Hyundong Shin, Shahram Yousefi, and Satoshi Kuriki
    • Journal Title

      IEEE Transactions on Wireless Communications

      Volume: 13 Issue: 3 Pages: 1514-1527

    • DOI

      10.1109/twc.2014.011614.130882

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Presentation] 位相的データ解析への機械学習的アプローチ2017

    • Author(s)
      福水健次
    • Organizer
      公開シンポジウム「データサイエンス - 情報と統計が創造する未来 -」
    • Place of Presentation
      京都
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 位相的データ解析のためのカーネル法2017

    • Author(s)
      草野元紀, 福水健次, 平岡裕章
    • Organizer
      第19回情報論的学習理論ワークショップ
    • Place of Presentation
      京都
    • Related Report
      2016 Annual Research Report
  • [Presentation] Persistence weighted Gaussian kernel for topological data analysis2016

    • Author(s)
      Genki Kusano and Yasuaki Hiraoka and Kenji Fukumizu
    • Organizer
      33rd International Conference on Machine Learning
    • Place of Presentation
      ニューヨーク
    • Year and Date
      2016-06-20
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Persistence Weighted Gaussian Kernel for Topological Data Analysis2016

    • Author(s)
      Kenji Fukumizu
    • Organizer
      統計数理研究所第29回統計的機械学習セミナー
    • Place of Presentation
      東京
    • Year and Date
      2016-03-30
    • Related Report
      2015 Research-status Report
  • [Presentation] 位相的データ解析の機械学習的方法とその物質科学への応用2016

    • Author(s)
      福水健次
    • Organizer
      MI2Iチュートリアルセミナー(第1回)
    • Place of Presentation
      東京
    • Year and Date
      2016-03-29
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Kernel methods for topological data analysis2016

    • Author(s)
      Kenji Fukumizu
    • Organizer
      2nd UCL Workshop on the Theory of Big Data
    • Place of Presentation
      London
    • Year and Date
      2016-01-06
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Persistence weighted Gaussian kernel for topological data analysis2016

    • Author(s)
      福水健次
    • Organizer
      河原林ERATO 感謝祭III
    • Place of Presentation
      東京
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 統計的位相的データ解析と安定性定理2016

    • Author(s)
      草野元紀, 福水健次, 平岡裕章
    • Organizer
      応用数学合同研究集会
    • Place of Presentation
      滋賀
    • Related Report
      2016 Annual Research Report
  • [Presentation] パーシステント図のカーネル関数2015

    • Author(s)
      草野元紀、平岡裕章、福水健次
    • Organizer
      2015年日本数学会秋季総合分科会
    • Place of Presentation
      京都
    • Year and Date
      2015-09-13
    • Related Report
      2015 Research-status Report
  • [Presentation] A generalization of Anderson-Darling goodness-of-fit statistic based on multifold integrated empirical distribution functions2014

    • Author(s)
      Satoshi Kuriki
    • Organizer
      INTERNATIONAL CONFERENCE ON MATHEMATICS, STATISTICS, AND FINANCIAL MATHEMATICS 2014 (ICMSFM2014) WITH IASC-ARS SESSIONS
    • Place of Presentation
      Petaling Jaya, Malaysia
    • Year and Date
      2014-11-18
    • Related Report
      2014 Research-status Report
  • [Remarks] http://www.ism.ac.jp/~fukumizu/

    • Related Report
      2016 Annual Research Report
  • [Remarks]

    • URL

      http://www.ism.ac.jp/~fukumizu/

    • Related Report
      2015 Research-status Report

URL: 

Published: 2014-04-04   Modified: 2022-01-27  

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