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Tiny data mining: reconstruction of large scale data with probability distributions as bases

Research Project

Project/Area Number 26330256
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionNagasaki University

Principal Investigator

MASADA Tomonari  長崎大学, 工学研究科, 准教授 (60413928)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2014: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywordsトピックモデル / 機械学習 / ベイズ推定 / データマイニング / テキストマイニング / 確率モデル / 知識発見 / 言語処理
Outline of Final Research Achievements

The aim of our research is to make a efficient and effective summary of a large set of documents like news articles, academic papers, novels, etc. When the number of given documents is very large, we can only read a small portion of it. As a result, we may miss the documents containing our favorite topics. Therefore, our research aims to extract word lists from the give document set as a summary. For example, one among the extracted word lists was "game, hit, pitcher, and trade," we can know that there are documents discussing baseball. In this manner, by looking at the extracted word lists, we can know what kind of topics are discussed in the given document set. Furthermore, our research also provides a clue to find which documents are closely related to which word lists. Therefore, we can also find the documents relevant to the word lists we choose. While an existing method called topic modeling is adopted in our research, we propose its new application and its new implementation.

Report

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

    (11 results)

All 2016 2015 2014

All Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (10 results) (of which Int'l Joint Research: 7 results)

  • [Journal Article] Bidirectional Extraction of Phrases for Expanding Queries in Academic Paper Retrieval2016

    • Author(s)
      Yuzana Win, Tomonari Masada
    • Journal Title

      International Journal of Advanced Research in Artificial Intelligence

      Volume: Vol. 5, No. 1 Issue: 1 Pages: 27-33

    • DOI

      10.14569/ijarai.2016.050105

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Extraction of Proper Names from Myanmar Text Using Latent Dirichlet Allocation.2016

    • Author(s)
      Yuzana Win, Tomonari Masada.
    • Organizer
      2016 Conference on Technologies and Applications of Artificial Intelligence
    • Place of Presentation
      Hsinchu, Taiwan
    • Year and Date
      2016-11-25
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Simple Stochastic Gradient Variational Bayes for the Correlated Topic Model.2016

    • Author(s)
      Tomonari Masada, Atsuhiro Takasu.
    • Organizer
      The 18th Asia Pacific Web Conference
    • Place of Presentation
      Suzhou, China
    • Year and Date
      2016-09-23
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Exploring OOV Words from Myanmar Text Using Maximal Substrings.2016

    • Author(s)
      Yuzana Win, Tomonari Masada.
    • Organizer
      4th International Conference on Smart Computing and Artificial Intelligence
    • Place of Presentation
      Kumamoto, Japan
    • Year and Date
      2016-07-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Simple Stochastic Gradient Variational Bayes for Latent Dirichlet Allocation.2016

    • Author(s)
      Tomonari Masada, Atsuhiro Takasu.
    • Organizer
      The 16th International Conference on Computational Science and Its Applications
    • Place of Presentation
      Beijing, China
    • Year and Date
      2016-07-04
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Simple Stochastic Gradient Variational Bayes for Latent Dirichlet Allocation.2016

    • Author(s)
      Tomonari Masada, Atsuhiro Takasu
    • Organizer
      ICCSA 2016
    • Place of Presentation
      Beijing, China
    • Year and Date
      2016-07-04
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Traffic Speed Data Investigation with Hierarchical Modeling2015

    • Author(s)
      Tomonari Masada, Atsuhiro Takasu
    • Organizer
      FDSE 2015
    • Place of Presentation
      Ho Chi Minh City, Vietnam
    • Year and Date
      2015-11-23
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Heuristic Pretraining for Topic Models2015

    • Author(s)
      Tomonari Masada, Atsuhiro Takasu
    • Organizer
      IEA/AIE 2015
    • Place of Presentation
      Seoul, South Korea
    • Year and Date
      2015-06-10
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Exploring Technical Phrase Frames from Research Paper Titles.2015

    • Author(s)
      Yuzana Win, Tomonari Masada.
    • Organizer
      The Eighth International Symposium on Mining and Web
    • Place of Presentation
      金大中コンベンションセンター(韓国)
    • Year and Date
      2015-03-24 – 2015-03-27
    • Related Report
      2014 Research-status Report
  • [Presentation] ChronoSAGE: Diversifying Topic Modeling Chronologically.2014

    • Author(s)
      Tomonari Masada, Atsuhiro Takasu.
    • Organizer
      The International Conference on Web-Age Information Management
    • Place of Presentation
      マカオ大学(マカオ)
    • Year and Date
      2014-06-16 – 2014-06-18
    • Related Report
      2014 Research-status Report
  • [Presentation] A Topic Model for Traffic Speed Data Analysis.2014

    • Author(s)
      Tomonari Masada, Atsuhiro Takasu.
    • Organizer
      The 27th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems
    • Place of Presentation
      高雄アンバサダーホテル(台湾)
    • Year and Date
      2014-06-03 – 2014-06-06
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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