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Recommendation System by Analzing method of Subjective Data in Smartphone based Participatory Sensing System

Research Project

Project/Area Number 25330366
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Web informatics, Service informatics
Research InstitutionPrefectural University of Hiroshima

Principal Investigator

Ichimura Takumi  県立広島大学, 経営情報学部, 教授 (10295842)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywordsユーザ参加型主観的情報シ ステム / スマートフォン / リコメンデーション / ソフトコンピューティング / 知識獲得 / 構造適応型Deep Learning / ユーザ参加型主観的情報システム
Outline of Final Research Achievements

A smartphone based tourist participatory sensing system has been developed in Android smartphone. The system can collect tourist subjective data which includes jpeg files with GPS, geographic location name, the evaluation, and comments written in natural language at sightseeing spot. We classify them to investigate the effectiveness of the interactive GHSOM and the knowledge is extracted by using the classification results of the interactive GHSOM and C4.5. Attractive information is automatically posted to SNS by the knowledge.
Moreover, the agent system recommends the sightseeing spot and local hospitality corresponding to the current feelings. The system such as concierge can estimate user’s emotion and mood by Emotion Generating Calculations and Mental State Transition Network.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (32 results)

All 2016 2015 2014 2013 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 3 results,  Acknowledgement Compliant: 2 results) Presentation (27 results) (of which Int'l Joint Research: 7 results,  Invited: 1 results) Book (1 results) Remarks (1 results)

  • [Journal Article] スマートフォンによるユーザ参加型主観的情報分析システムを用いた観光資源の発掘2016

    • Author(s)
      市村匠,鎌田真
    • Journal Title

      システム制御情報学会

      Volume: 60-4 Pages: 154-159

    • NAID

      130005332409

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Registration System of Cloud Campus by using Android Smart Tablet2014

    • Author(s)
      Shin Kamada, Takumi Ichimura, Tetsuya Shigeyasu, Yasuhiko Takemoto
    • Journal Title

      A Springer Open Journal

      Volume: 3, 761 Issue: 1

    • DOI

      10.1186/2193-1801-3-761

    • NAID

      40020189702

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Classification Method of Coronary Heart Disease Databases by Clonal Selection Algorithm with Immunological Memory Cell2014

    • Author(s)
      Takumi Ichimura, Shin Kamada
    • Journal Title

      Intl. J. Biomedical Soft Computing and Human Sciences

      Volume: vol.19 No2 Pages: 7-18

    • NAID

      110009865487

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] A Collaborative Group Developing Method of Open Source Software by Mimicking Altruism Behavior of Army Ant2016

    • Author(s)
      Takumi Ichimura, Takuya Uemoto, Shin Kamada
    • Organizer
      International Multi Conference of Engineers and Computer Scientists 2016
    • Place of Presentation
      Hong Kong
    • Year and Date
      2016-03-16
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 忘却効果を用いたRestricted Boltzmann Machineの構造学習法2016

    • Author(s)
      鎌田真,藤井哲崇,市村匠
    • Organizer
      第17回 自己組織化マップ研究会2016
    • Place of Presentation
      神戸市
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
  • [Presentation] ニューロン生成/消滅アルゴリズムによる構造適応型Deep Belief Networkの学習法2016

    • Author(s)
      鎌田真,市村匠
    • Organizer
      第17回 自己組織化マップ研究会2016
    • Place of Presentation
      神戸市
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
  • [Presentation] ニューロン生成/消滅アルゴリズムによる構造適応型Restricted Boltzmann Machine2015

    • Author(s)
      鎌田真,市村匠,原章
    • Organizer
      計測自動制御学会第8回コンピューテーショナル・インテリジェンス研究会
    • Place of Presentation
      広島市
    • Year and Date
      2015-12-18
    • Related Report
      2015 Annual Research Report
  • [Presentation] Analysis of the Social Community Based on the Network Growing Model in Open Source Software Community2015

    • Author(s)
      Takumi Ichimura, and Takuya Uemoto
    • Organizer
      IEEE 8th International Workshop on Computational Intelligence and Applications
    • Place of Presentation
      Hiroshima Japan
    • Year and Date
      2015-11-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Generation Method of Immunological Memory in Clonal Selection Algorithm by using Restricted Boltzmann Machines2015

    • Author(s)
      Shin Kamada and Takumi Ichimura
    • Organizer
      2015 IEEE International Conference on Systems, Man, and Cybernetics
    • Place of Presentation
      Hong Kong
    • Year and Date
      2015-10-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ファジィペトリネットによる好感度変化学習パラメタのHopfield型ファジィニューラルネットワークを用いた適応的探索の提案2015

    • Author(s)
      堀尾拓也,市村匠
    • Organizer
      2015 IEEE SMC Hiroshima Chapter Young Researchers WorkShop
    • Place of Presentation
      広島市
    • Year and Date
      2015-07-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Restricted Boltzmann MachineにおけるWalking Distanceの測定と安定性に関する考察2015

    • Author(s)
      鎌田真,市村匠,原章,田村慶一
    • Organizer
      2015 IEEE SMC Hiroshima Chapter Young Researchers WorkShop
    • Place of Presentation
      広島市
    • Year and Date
      2015-07-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Lipschitz連続によるRestricted Boltzmann Machineのエネルギー安定性に関する実験ースマートフォンベースユーザ参加型センシングシステムにより収集された写真の分類ー2015

    • Author(s)
      鎌田真,藤井哲崇,市村匠,原章
    • Organizer
      2015 IEEE SMC Hiroshima Chapter Young Researchers WorkShop
    • Place of Presentation
      広島市
    • Year and Date
      2015-07-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Lipchitz連続によるRestricted Boltzmann Machineのエネルギー安定性に関する一考察2015

    • Author(s)
      鎌田真,藤井哲崇,市村匠
    • Organizer
      2015 IEEE SMC Hiroshima Chapter Young Researchers WorkShop
    • Place of Presentation
      広島市
    • Year and Date
      2015-07-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Restricted Boltzmann Machinesを用いた免疫学的記憶細胞を用いたクーロン選択アルゴリズムの提案2015

    • Author(s)
      鎌田真,市村匠
    • Organizer
      計測自動制御学会第7回コンピューテーショナル・インテリジェンス研究会
    • Place of Presentation
      仙台市
    • Year and Date
      2015-05-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] "ユーザ参加型主観的情報分析システムを利用した観光情報推薦システムの提案2014

    • Author(s)
      橘一聖,市村匠
    • Organizer
      ARG 第5回Webインテリジェンスとインタラクション研究会(ARG WI2)
    • Place of Presentation
      東京
    • Year and Date
      2014-11-22
    • Related Report
      2014 Research-status Report
  • [Presentation] Affective recommendation system for tourists by using Emotion Generating Calculations2014

    • Author(s)
      Takumi Ichimura, Issei Tachibana
    • Organizer
      IEEE 7th International Workshop on Computational Intelligence and Applications (IWCIA2014)
    • Place of Presentation
      Hiroshima, Japan
    • Year and Date
      2014-11-07 – 2014-11-08
    • Related Report
      2014 Research-status Report
  • [Presentation] An Adaptive Learning Method of Personality Trait Based Mood in Mental State Transition Network by Recurrent Neural Network2014

    • Author(s)
      Takumi Ichimura, Kousuke Tanabe, Toshiyuki Yamashita
    • Organizer
      IEEE 7th International Workshop on Computational Intelligence and Applications (IWCIA2014)
    • Place of Presentation
      Hiroshima, Japan
    • Year and Date
      2014-11-07 – 2014-11-08
    • Related Report
      2014 Research-status Report
  • [Presentation] 情緒計算式による感情推定を取り入れたファジィペトリネットによる旅行者の行動に基づいたひろしま観光情報推薦システム2014

    • Author(s)
      橘一聖,市村匠
    • Organizer
      2014 IEEE SMC Hiroshima Chapter Young Researchers WorkShop
    • Place of Presentation
      広島市
    • Year and Date
      2014-07-19
    • Related Report
      2014 Research-status Report
  • [Presentation] スマートフォンによるユーザ参加型主観的情報分析システムを用いた多段階情報発信手法の提案-江田島デジタル観光マップ「島に恋」の開発-2014

    • Author(s)
      市村匠,鎌田真
    • Organizer
      2014 IEEE SMC Hiroshima Chapter Young Researchers WorkShop
    • Place of Presentation
      広島市
    • Year and Date
      2014-07-19
    • Related Report
      2014 Research-status Report
  • [Presentation] ”ファジィペトリネットを用いた好感度変化条件における嗜好情報学習法のパラメタの分析2014

    • Author(s)
      市村匠,田邊幸祐,堀尾拓也
    • Organizer
      2014 IEEE SMC Hiroshima Chapter Young Researchers WorkShop
    • Place of Presentation
      広島市
    • Year and Date
      2014-07-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 心的状態遷移ネットワークにおけるリカレントニューラルネットワークによる性格特性に基づく気分の適応的学習法2014

    • Author(s)
      市村匠,田邊幸祐,山下利之
    • Organizer
      心的状態遷移ネットワークにおけるリカレントニューラルネットワークによる性格特性に基づく気分の適応的学習法
    • Place of Presentation
      広島市
    • Year and Date
      2014-07-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 情緒計算式による旅行者の感情推定結果にもとづくひろしま観光情報推薦システム2014

    • Author(s)
      橘一聖, 市村匠
    • Organizer
      ARG 第4回Webインテリジェンスとインタラクション研究会(ARG WI2)
    • Place of Presentation
      隠岐開発総合センター
    • Year and Date
      2014-05-24
    • Related Report
      2014 Research-status Report
  • [Presentation] スマートフォンによるユーザ参加型主観的データ分析システムのフィルタリングルールの更新について2014

    • Author(s)
      市村匠,鎌田真
    • Organizer
      日本OR学会2014春季研究発表会
    • Place of Presentation
      大阪大学,大阪府
    • Related Report
      2013 Research-status Report
  • [Presentation] An Estimation of Favorite Value in Emotion Generating Calculation by Fuzzy Petri Net2013

    • Author(s)
      Takumi Ichimura and Kosuke Tanabe
    • Organizer
      IEEE 6th International Workshop on Computational Intelligence and Applications (IWCIA2013)
    • Place of Presentation
      広島市立大学,広島市
    • Related Report
      2013 Research-status Report
  • [Presentation] Emotion Orientated Recommendation System for Hiroshima Tourist by Fuzzy Petri Net2013

    • Author(s)
      Takumi Ichimura and Issei Tachibana
    • Organizer
      IEEE 6th International Workshop on Computational Intelligence and Applications (IWCIA2013)
    • Place of Presentation
      広島市立大学,広島市
    • Related Report
      2013 Research-status Report
  • [Presentation] A Clonal Selection Algorithm with Levenshtein Distance based Image Similarity in Multidimensional Subjective Tourist Information and Discovery of Cryptic Spots by Interactive GHSOM2013

    • Author(s)
      Takumi Ichimura and Shin Kamada
    • Organizer
      IEEE SMC 2013
    • Place of Presentation
      マンチェスタ,英国
    • Related Report
      2013 Research-status Report
  • [Presentation] スマートフォンベースユーザ参加型主観的情報システムにおける観光情報フィルタリングルールの抽出結果の考察2013

    • Author(s)
      市村匠,鎌田真
    • Organizer
      2013 IEEE SMC Hiroshima Chapter 若手研究会
    • Place of Presentation
      広島市立大学,広島市
    • Related Report
      2013 Research-status Report
  • [Presentation] スマートフォンベースユーザ参加型主観的情報システムからのソーシャルコミュニティへの情報発信方法について2013

    • Author(s)
      市村匠,鎌田真
    • Organizer
      2013 IEEE SMC Hiroshima Chapter 若手研究会
    • Place of Presentation
      広島市立大学,広島市
    • Related Report
      2013 Research-status Report
  • [Presentation] スマートフォンによるユーザ参加型センシングシステムにおける観光写真のLeivenshtein距離を免疫システムによる分類手法2013

    • Author(s)
      鎌田真,市村匠
    • Organizer
      計測自動制御学会第4回コンピューテーショナル・インテリジェンス研究会
    • Place of Presentation
      九州大学,福岡市
    • Related Report
      2013 Research-status Report
  • [Presentation] 感情変化に適応的なリコメンデーションを行う感 情指向型インターフェース2013

    • Author(s)
      市村 匠
    • Organizer
      IEEE SMC Hiroshima Chapter
    • Place of Presentation
      県立広島大学サテライトキャンパス,広島市
    • Related Report
      2013 Research-status Report
    • Invited
  • [Book] Advances in Intelligent Smartphones2015

    • Author(s)
      Takumi Ichimura
    • Total Pages
      300
    • Publisher
      Springer
    • Related Report
      2013 Research-status Report
  • [Remarks] 江田島いいねコンテスト

    • URL

      https://sites.google.com/site/etajimagoodcontest/home

    • Related Report
      2014 Research-status Report

URL: 

Published: 2014-07-25   Modified: 2019-07-29  

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