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Application of Pareto learning SOM to multi-modal big data analysis

Research Project

Project/Area Number 24500279
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Sensitivity informatics/Soft computing
Research InstitutionSaga University

Principal Investigator

HIRTOSHI Dozono  佐賀大学, 工学(系)研究科(研究院), 准教授 (00217613)

Co-Investigator(Kenkyū-buntansha) NAKAKUNI Masanori  福岡大学, 総合情報処理センター研究開発室, 准教授 (10347049)
Research Collaborator 新名 玄  佐賀大学, 工学系研究科
岡田 望邦  佐賀大学, 工学系研究科先端融合工学専攻
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2013: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2012: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywordsマルチモーダルデータ解析 / ビッグデータ解析 / 自己組織化マップ / メタゲノム解析 / IPパケット解析 / DNAシーケンス解析 / アノーマリティ検出 / 次世代シーケンサー / 隠れマルコフモデル / 時系列解析 / 大規模データ解析 / ゲノム解析
Outline of Final Research Achievements

In this research,we applied the Pareto type Self organizing Maps, which are developed for the analyses of multi-modal data to genome analysis, IP-Packet analysis, the analysis of students in the lecture class and time series such as stock price.Mainly, the genome analysis was conducted, and form big data of genome data, the context and correlation coefficients among the nucleotides are calculated with the frequencies of nucleotides, and they are analyzed as multi-modal features by pareto type learning SOM. As for IP-packet analysis, we applied CGH-SOM which is effective for big data analysis.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (13 results)

All 2015 2014 2013 2012

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Acknowledgement Compliant: 1 results) Presentation (9 results)

  • [Journal Article] The Frequency Integrated Spherical Hidden Markov Self Organizing Map for Learning Time Series Data2015

    • Author(s)
      Gen Niina ,Hiroshi Dozono, Kazuhiro Muramatsu
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 19 Pages: 212-216

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Visualization and Classification of DNA Sequences Using Pareto Learning Self Organizing Maps Based on Frequency and Correlation Coeffient;2014

    • Author(s)
      Hiroshi Dozono
    • Journal Title

      Advances in Intelligent Systems and Computing

      Volume: 295 Pages: 89-98

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Mapping of DNA sequences using Hidden Markov Model Self Organizing Maps2013

    • Author(s)
      Hiroshi Dozono, Gen Niina
    • Journal Title

      Proceedings of 2013 IEEE Symposium Series on Computational Intelligence (SSCI)

      Volume: 1 Pages: 212-217

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Spherical Hidden Markov Self Organzing Map for Learning Time Series Data2013

    • Author(s)
      Gen Niina, Hiroshi Dozono
    • Journal Title

      Artificial Neural Networks and Machine Learning

      Volume: LNCS7552 Pages: 563-570

    • DOI

      10.1007/978-3-642-33269-2_71

    • ISBN
      9783642332685, 9783642332692
    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Visualization of Learning Situation of C Language Using Self-Organizing Maps2015

    • Author(s)
      Hiroshi Dozono
    • Organizer
      The 2015 International Conference on Frontiers in Education: Computer Science and Computer Engineering
    • Place of Presentation
      Lasvegas, USA
    • Year and Date
      2015-07-27 – 2015-07-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] he data analysis of stock market using a Frequency Integrated Spherical Hidden Markov Self Organizing Map2015

    • Author(s)
      Gen Niina, Hiroshi Dozono, Kazuhiro Muramatsu
    • Organizer
      4th INTERNATIONAL CONFERENCE ON SOFT COMPUTING, INTELLIGENT SYSTEM AND INFORMATION TECHNOLOGY 2015
    • Place of Presentation
      Bali, Indonesia
    • Year and Date
      2015-03-11 – 2015-03-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] Visualization and Classification of DNA sequence using Pareto learning Self Organizing Maps for Short Sequences2015

    • Author(s)
      Hiroshi Dozono
    • Organizer
      7th International Conference on Bioinformatics and Computational Biology (BICoB)
    • Place of Presentation
      Honolulu, Hawaii, USA
    • Year and Date
      2015-03-09 – 2015-03-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] Support System for C Programming Instruction in Group Education Environment2014

    • Author(s)
      Hiroshi Dozono
    • Organizer
      Modern Computer Applications in Science and Education Proceedings of the 14th International Conference on Computer Supported Education
    • Place of Presentation
      Cambridge, MA
    • Related Report
      2013 Research-status Report
  • [Presentation] Mapping of DNA sequences using Hidden Markov Model Self Organizing Maps2013

    • Author(s)
      Hiroshi Dozono
    • Organizer
      IEEE Symposium Series on Computational Intelligence (SSCI)
    • Place of Presentation
      Singapore
    • Related Report
      2013 Research-status Report
  • [Presentation] The Frequency Integrated Spherical Hidden Markov Self Organizing Map for Learning Time Series Data2013

    • Author(s)
      Gen Niina
    • Organizer
      The Frequency Integrated Spherical Hidden Markov Self Organizing Map for Learning Time Series Data
    • Place of Presentation
      Daejeon
    • Related Report
      2013 Research-status Report
  • [Presentation] isualization of the Sets of DNA Sequences using Self Organizing Maps based on Correlation Coefficients2013

    • Author(s)
      Hiroshi Dozono
    • Organizer
      2013 IEEE International Conference on Bioinformatics and Biomedicine
    • Place of Presentation
      Shanghai
    • Related Report
      2013 Research-status Report
  • [Presentation] A Study of the Graphical User Interfaces for Biometric Authentication System2012

    • Author(s)
      Hiroshi Dozono, Takayuki Inoue, and Masanori Nakakuni
    • Organizer
      The 2012 International Conference on Security and Management (SAM'12)
    • Place of Presentation
      Lasvegas
    • Related Report
      2012 Research-status Report
  • [Presentation] Visualization of Relations among DNA sequences using Self Organizing Maps2012

    • Author(s)
      Hiroshi Dozono, Kentaro Kaneko
    • Organizer
      European Conference of COMPUTER SCIENCE (ECCS '12)
    • Place of Presentation
      Pari
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2023-03-16  

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