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Study of generation of aggregated symbolic data from large data

Research Project

Project/Area Number 15K00059
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionTokushima Bunri University

Principal Investigator

YAMAMOTO Yoshikazu  徳島文理大学, 理工学部, 教授 (80240133)

Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2018: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
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: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsシンボリックデータ解析 / 可視化 / 並列分散処理 / 大規模データ / 並列分散計算 / データ可視化 / SparkR / R / 可視化ソフトウェア / HDFS / Apache Spark / MapReduce / Apache Hadoop
Outline of Final Research Achievements

In this study, we made two things possible with the goal of generating suitable aggregated symbolic data from large-scale data. One is to create data of a size that can be processed interactively by aggregating large-scale data that can not be processed by one computer. Parallel distributed processing is performed at this time. The other one produces appropriate aggregate symbolic data about the created data. Since this differs depending on the data, it performs trial and error by visualization and interactive operation. At this time, it may return to the data creation process as needed.

Academic Significance and Societal Importance of the Research Achievements

適切な集約的シンボリックデータによって,データサイズが大き過ぎるために,今までは,傾向を把握できなかったようなデータの傾向を把握できるようになる.特に,可視化によって,直感的に理解できるようになる.

Report

(5 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (19 results)

All 2018 2017 2016 2015

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (15 results) (of which Int'l Joint Research: 4 results)

  • [Journal Article] 集約的シンボリックデータのカイ2乗統計量を用いた非類似度とその不動産情報データへの適用2018

    • Author(s)
      清水信夫,中野純司,山本由和
    • Journal Title

      統計数理

      Volume: 68 Pages: 279-294

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] アニメーションを利用した購買情報の表示2016

    • Author(s)
      山本由和,高野慎也
    • Journal Title

      計算機統計学

      Volume: 29 Pages: 77-87

    • NAID

      130006792986

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] 大規模データの集計と予測のためのMapReduceアプリケーション2015

    • Author(s)
      山本由和,尾崎皇彦
    • Journal Title

      計算機統計学

      Volume: 28 Pages: 19-27

    • NAID

      130005631722

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Webサイトにおける閲覧行動の可視化2015

    • Author(s)
      尾崎皇彦 and 高野慎也 and 山本由和
    • Journal Title

      計算機統計学

      Volume: 28 Pages: 155-164

    • NAID

      130005631741

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] Interactive visualization of aggregated symbolic data for summarizing huge datasets2018

    • Author(s)
      Yoshikazu YAMAMOTO and Junji NAKANO and Nobuo SHIMIZU
    • Organizer
      6th International IBM Cloud Academy Conference 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 顧客情報の可視化と予測2018

    • Author(s)
      陶山瑞樹, 石川まりな, 山本由和
    • Organizer
      日本計算機統計学会第 32 回大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 集約的シンボリックデータの変数選択2018

    • Author(s)
      清水 信夫, 中野 純司, 山本 由和
    • Organizer
      2018 年度統計関連学会連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 訪日外国人流動データの可視化2018

    • Author(s)
      陶山瑞樹, 川田成美, 後藤健文, 山口良三, 山本由和
    • Organizer
      日本計算機統計学会第 32 回シンポジウム
    • Related Report
      2018 Annual Research Report
  • [Presentation] 訪日外国人流動データの可視化ソフトウェアの作成2018

    • Author(s)
      川田成美, 陶山瑞樹, 後藤健文, 山口良三, 山本由和
    • Organizer
      平成30年度電気関係学会四国支部連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Interactive visualization of characteristics of groups2017

    • Author(s)
      Yoshikazu Yamamoto, Junji Nakano, Nobuo Shimizu
    • Organizer
      In Conference of the International Federation of Classification Societies
    • Related Report
      2017 Research-status Report
  • [Presentation] Interactive visualization of aggregated symbolic data2017

    • Author(s)
      Yoshikazu Yamamoto, Junji Nakano, Nobuo Shimizu
    • Organizer
      In New Zealand Statistical Association and the International Association of Statistical Computing (Asian Regional Section) Joint Conference 2017
    • Related Report
      2017 Research-status Report
  • [Presentation] グループの特徴の可視化と対話的処理2017

    • Author(s)
      山本由和, 中野純司, 清水信夫
    • Organizer
      2017年度統計関連学会連合大会
    • Related Report
      2017 Research-status Report
  • [Presentation] アンケートと購買金額による会員のクラスタリング2017

    • Author(s)
      陶山瑞樹, 山本由和
    • Organizer
      日本計算機統計学会
    • Related Report
      2017 Research-status Report
  • [Presentation] カテゴリー変数を含む集約的シンボリックデータの非類似度の性質2016

    • Author(s)
      清水信夫,中野純司,山本由和
    • Organizer
      2016年度統計関連学会連合大会
    • Place of Presentation
      金沢大学
    • Related Report
      2016 Research-status Report
  • [Presentation] Clustering large data sets using MapReduce and Apache Spark2016

    • Author(s)
      Yoshikazu Yamamoto, Mami Matsuday, Yuki Fujimotoz, Nobuo Shimizux, Junji Nakano
    • Organizer
      Proceedings of the 2016 International Conference for JSCS 30th Anniversary in Seattle
    • Place of Presentation
      Seattle Central Library
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Clustering huge data sets using Hadoop and Spark2016

    • Author(s)
      Yoshikazu Yamamoto
    • Organizer
      Statistics Kore
    • Place of Presentation
      Statistics Korea Statistics Center
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] MapReduceとSparkを利用した大規模データのクラスタリング2016

    • Author(s)
      山本由和,松田真実,藤本祐規
    • Organizer
      日本計算機統計学会
    • Place of Presentation
      プラサ ヴェルデ
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] JavaFX 3D Graphics を利用した購買情報の可視化2015

    • Author(s)
      中田誠人 and 山本由和
    • Organizer
      日本計算機統計学
    • Place of Presentation
      山梨県立図書館
    • Year and Date
      2015-05-14
    • Related Report
      2015 Research-status Report
  • [Presentation] 購買情報の時間変化の可視化2015

    • Author(s)
      高野慎也 and 中田誠人 and 松田真実 and 山本由和
    • Organizer
      日本計算機統計学
    • Place of Presentation
      山梨県立図書館
    • Year and Date
      2015-05-14
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2020-03-30  

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