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Analyses and design of variable-to-fixed length data compression algorithms focused on the relationship with the sequentially hypothesis testing and the sufficient statistic

Research Project

Project/Area Number 15K06088
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Communication/Network engineering
Research InstitutionShonan Institute of Technology

Principal Investigator

Arimura Mitsuharu  湘南工科大学, 工学部, 講師 (80313427)

Project Period (FY) 2015-10-21 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsデータ圧縮 / 十分統計量 / ユニバーサル符号 / 情報理論 / 無歪みデータ圧縮 / ユニバーサルデータ圧縮 / VF符号 / MPM符号 / Lempel-Ziv符号 / 情報源符号化 / VF符号 / 逐次仮設検定 / 統計的推定 / 逐次仮説検定
Outline of Final Research Achievements

In this research we aim for the construction of the methods of analyses and design of variable-to-fixed length lossless data compression algorithms using some methods of mathematical statistics. Specifically, some relationships between the sufficient statistic and the universality of lossless source codes are investigated.
At first, the sufficient statistic is extended to the asymptotically sufficient statistic, and some asymptotically sufficient statistics are extracted from the existing lossless data compression algorithms. Then two-step algorithms are constructed. In their algorithms, asymptotically sufficient statistics are encoded in the first step. In the second step, the index of the given data sequence in the set of sequences which generates the same statistic as the given data sequence.
The asymptotic optimalities of the two step codes are proved using the zero-rateness and the asymptotic sufficiency of the statistics encoded in the first step of the two-step codes.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (12 results)

All 2018 2016 2015

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

  • [Journal Article] A Variable-to-Fixed Length Lossless Source Code Attaining Better Performance than Tunstall Code in Several Criterions2018

    • Author(s)
      Mitsuharu Arimura
    • Journal Title

      IEICE Transactions on Fundamentals

      Volume: E101.A Pages: 249-258

    • NAID

      130006300874

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Lossless Data Compression via Substring Enumeration for <i>k</i>-th Order Markov Sources with a Finite Alphabet2016

    • Author(s)
      Ken-ichi Iwata and Mitsuharu Arimura
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E99.A Issue: 12 Pages: 2130-2135

    • DOI

      10.1587/transfun.E99.A.2130

    • NAID

      130005170493

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Average Coding Rate of a Multi-Shot Tunstall Code with an Arbitrary Parsing Tree Sequence2016

    • Author(s)
      Mitsuharu Arimura
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E99.A Issue: 12 Pages: 2281-2285

    • DOI

      10.1587/transfun.E99.A.2281

    • NAID

      130005170510

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Almost Sure Convergence Coding Theorems of One-Shot and Multi-Shot Tunstall Codes for Stationary Memoryless Sources2015

    • Author(s)
      Mitsuharu Arimura
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E98.A Issue: 12 Pages: 2393-2406

    • DOI

      10.1587/transfun.E98.A.2393

    • NAID

      130005112015

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 情報源近似と漸近十分統計量を用いた強ユニバーサルFV符号の最悪冗長度の評価2018

    • Author(s)
      有村光晴, 長岡浩司
    • Organizer
      電子情報通信学会情報理論研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] A Variable-to-Fixed Length Lossless Source Code Optimizing a Different Criterion of Average Coding Rate from Tunstall Code2016

    • Author(s)
      Mitsuharu Arimura
    • Organizer
      2016 International Symposium on Information Theory and its Applications (ISITA2016)
    • Place of Presentation
      Monterey, CA, USA
    • Year and Date
      2016-10-30
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Grammar-Based Compression Using a Variation of Chomsky Normal Form of Context Free Grammar2016

    • Author(s)
      Mitsuharu Arimura
    • Organizer
      2016 International Symposium on Information Theory and its Applications (ISITA2016)
    • Place of Presentation
      Monterey, CA, USA
    • Year and Date
      2016-10-30
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Two-Step Universal VV Code Using an Asymptotically Sufficient Statistic Extracted from a VF Code2016

    • Author(s)
      Mitsuharu Arimura and Hiroshi Nagaoka
    • Organizer
      2016 International Symposium on Information Theory and its Applications (ISITA2016)
    • Place of Presentation
      Monterey, CA, USA
    • Year and Date
      2016-10-30
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 文脈自由文法のチョムスキー標準形を用いた文法圧縮アルゴリズム2016

    • Author(s)
      有村光晴
    • Organizer
      電子情報通信学会情報理論研究会
    • Place of Presentation
      北海道小樽市 小樽経済センター
    • Year and Date
      2016-05-19
    • Related Report
      2016 Research-status Report
  • [Presentation] VF符号から抽出される漸近十分統計量を用いた二段階VVユニバーサル符号の構築2016

    • Author(s)
      有村光晴, 長岡浩司
    • Organizer
      電子情報通信学会情報理論研究会
    • Place of Presentation
      北海道小樽市 小樽経済センター
    • Year and Date
      2016-05-19
    • Related Report
      2016 Research-status Report
  • [Presentation] 任意の分割木系列に対するmulti-shot Tunstall符号の平均符号化レート2015

    • Author(s)
      有村光晴
    • Organizer
      第38回情報理論とその応用シンポジウム (SITA2015)
    • Place of Presentation
      岡山県倉敷市下電ホテル
    • Year and Date
      2015-11-24
    • Related Report
      2015 Research-status Report
  • [Presentation] 十分統計量とVF符号のユニバーサル性の関係2015

    • Author(s)
      有村光晴
    • Organizer
      第38回情報理論とその応用シンポジウム (SITA2015)
    • Place of Presentation
      岡山県倉敷市下電ホテル
    • Year and Date
      2015-11-24
    • Related Report
      2015 Research-status Report

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Published: 2015-10-21   Modified: 2019-03-29  

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