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A method for Knowledge Creation and Knowledge Utilization by Generalized Inverse Operator for Big Data

Research Project

Project/Area Number 15K12024
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Multimedia database
Research InstitutionUniversity of Tsukuba

Principal Investigator

KITAGAWA TAKASHI  筑波大学, システム情報系, 教授 (60153095)

Co-Investigator(Renkei-kenkyūsha) KIYOKI Yasushi  慶應義塾大学, 環境情報学部, 教授 (10169956)
Sakurai Tetsuya  筑波大学, システム情報系, 教授 (60187086)
NAKANISHI Takafumi  国際大学, GLOCOM, 准教授 (80435784)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords知識創造 / 一般化逆作用素 / メディア情報学 / 情報数理 / 数値解析 / データ・サイエンス / 逆問題 / 知識創造サイクルモデル / ビッグデータ分析 / マルチメディアデータベース / マルチメディア・データベース
Outline of Final Research Achievements

We developed "A Method of Knowledge Creation and Knowledge Utilization” by Generalized Inverse Operator" for Big Data, We established a model by regarding the Knowledge creating Operator and the Knowledge Utilization Operator as the inverse operator mutually.
The main problem is the creating the inverse operator is not well-posed and we cannot construct the inverse operator properly, We need some auxiliary conditions and probabilistic process to the problem. We succeeded to make the problem well-posed by combining the auxiliary constrained conditions, notion of generalized inverses and probabilistic conditions. We applied this method to 3 different class of problems and sucessfully implemented the method to the system.

Report

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

    (9 results)

All 2018 2017 2016 2015

All Journal Article (9 results) (of which Peer Reviewed: 7 results,  Open Access: 1 results)

  • [Journal Article] Semantic-Dependent Access Log Analysis for Predicting the Demographic Data2018

    • Author(s)
      Kyohei MATSUMOTO, Takafumi NAKANISHI, and Takashi KITAGAWA
    • Journal Title

      International Conference on Information Modelling and Knowledge Bases EJC 2018

      Volume: 28

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation Indexes of Customer Journey for Contents of Owned Media2017

    • Author(s)
      Kyohei MATSUMOTO, Takafumi NAKANISHI and Takashi KITAGAWA
    • Journal Title

      Information Modelling and Knowledge Bases

      Volume: 28 Pages: 362-369

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Topic Extraction Method on the Flow of Conversation in Meetings2017

    • Author(s)
      T. Nakanishi, R. Okada, Y. Tanaka, Y. Ogasawara, K. Ohashi
    • Journal Title

      2017 6th IIAI International Congress on Advanced Applied Informatics (IIAI-AAI), IEEE

      Volume: 6 Pages: 351-356

    • DOI

      10.1109/iiai-aai.2017.16

    • Related Report
      2017 Annual Research Report
  • [Journal Article] A Topic Structuration Method on Time Series for a Meeting from Text Data2017

    • Author(s)
      R. Okada,T. Nakanishi,Y. Tanaka, Y. Ogasawara, K. Ohashi
    • Journal Title

      Studies in Computational Intelligence, Springer

      Volume: 721 Pages: 45-59

    • DOI

      10.1007/978-3-319-62048-0_4

    • ISBN
      9783319620473, 9783319620480
    • Related Report
      2017 Annual Research Report
  • [Journal Article] メディアコンテンツを対象とした統計的一般化逆作用素構成方式とその楽曲メディアコンテンツ生成への適用2016

    • Author(s)
      岡田 龍太郎、中西 崇文、本間 秀典、北川 高嗣
    • Journal Title

      情報処理学会論文誌

      Volume: 57 Pages: 1341-1354

    • NAID

      170000130969

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Evaluation Indexes of Customer Journey for Contents of Owned Media2016

    • Author(s)
      Kyohei MATSUMOTO, Takafumi NAKANISHI and Takashi KITAGAWA
    • Journal Title

      Proceedings of the 26th International Conference on Information Modeling and Knowledge Bases - EJC 2016

      Volume: 28 Pages: 395-402

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] メディアコンテンツを対象とした統計的一般化逆作用素構成方式とその楽曲メディアコンテンツ生成への適用2016

    • Author(s)
      岡田 龍太郎, 中西 崇文, 本間 秀典, 北川 高嗣
    • Journal Title

      情報処理学会論文誌

      Volume: 57-5

    • NAID

      170000130969

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Method of Image Feature Selection for Integration of Image Classification by Bag-of-Keypoints2015

    • Author(s)
      Kyohei Matsumoto, Ryotaro Okada, Takafumi Nakanishi, Takashi Kitagawa
    • Journal Title

      CSCI'15, The 2015 International Conference on Computational Science and Computational Intelligence,

      Volume: CSCI'15 Pages: 589-594

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Method of Knowledge Creation andKnowledge Utilization” by Generalized Inverse Operator2015

    • Author(s)
      Ryotaro Okada, Takafumi Nakanishi and Takashi Kitagawa,
    • Journal Title

      IIAI 3rd International Conference on Advanced Applied Informatics

      Volume: IIAI 3rd Pages: 253258-253258

    • Related Report
      2015 Research-status Report
    • Peer Reviewed

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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