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Obscure Spots Discovery by Popularity and Sightseeing Value Assessment using UGC

Research Project

Project/Area Number 16K12532
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Web informatics, Service informatics
Research InstitutionKyoto University

Principal Investigator

Ma Qiang  京都大学, 情報学研究科, 准教授 (30415856)

Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2018: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords観光情報学2.0 / UGCマイニング / 地理情報システム / ユーザ行動分析 / 集合知 / 観光価値 / 地域分析 / 観光情報学2.0 / 穴場 / マイニング / ユーザ生成コンテンツ / ユーザ分析 / GIS / POI / 観光
Outline of Final Research Achievements

In this study, we analyze the UGC, such as social images on Flickr, to discover obscure spots which are not well-known but have high visiting worth. To this end, we have developed 1) popularity assessment models, and 2) sightseeing assessment models. By using these models to assess spots from both popularity and visiting-worth, we can discover obscure spots which could not be detected by conventional methods.

Academic Significance and Societal Importance of the Research Achievements

観光立国の早期実現に必要な4千万人(2020年)の外国人観光客の獲得に向けて,多種多様な観光資源の発掘が重要である.本研究では,Flickr上の写真などのUGCを利用して,まだよく知られていないが観光価値の高い穴場スポットの発見を目的とし,(1) 場所の人気度(穴場度)の推定手法と,(2) 場所の観光価値の自動評価手法について研究開発を行う.人気度と観光価値の両方評価によって,従来手法では発見できなかった穴場などの新たな観光資源の発掘・発信が可能となる.

Report

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

    (32 results)

All 2019 2018 2017 2016 Other

All Journal Article (6 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 4 results,  Open Access: 3 results,  Acknowledgement Compliant: 2 results) Presentation (25 results) (of which Int'l Joint Research: 9 results,  Invited: 2 results) Remarks (1 results)

  • [Journal Article] Robust visual object clustering and its application to sightseeing spot assessment2019

    • Author(s)
      Min Ge, Chenyi Zhuang, Qiang Ma
    • Journal Title

      Multimedia Tools and Applications

      Volume: 1 Issue: 12 Pages: 1-30

    • DOI

      10.1007/s11042-018-7066-2

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 観光の分散化と個人化の実現に向けたユーザ生成コンテンツの分析と利活用技術につい て2019

    • Author(s)
      馬強
    • Journal Title

      システム/制御/情報

      Volume: 63 Pages: 33-38

    • NAID

      130007679363

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Sightseeing Value Estimation by Analyzing Geosocial Images2018

    • Author(s)
      Yizhu Shen, Min Ge, Chenyi Zhuang, Qiang Ma
    • Journal Title

      IJBDI

      Volume: 5(1/2) Issue: 1 Pages: 31-48

    • DOI

      10.1504/ijbdi.2017.10006525

    • NAID

      120006654060

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Sightseeing Value Estimation by Analyzing Geosocial Images2017

    • Author(s)
      Yizhu Shen, Min Ge, Chenyi Zhuang, Qiang Ma
    • Journal Title

      International Journal of Big Data Intelligence

      Volume: 印刷中

    • NAID

      120006654060

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] SNS User Classification and its Application to Obscure POI Discovery2017

    • Author(s)
      Chenyi Zhuang, Qiang Ma, Masatoshi Yoshikawa
    • Journal Title

      Multimedia Tools and Applications

      Volume: 76 Issue: 4 Pages: 5461-5487

    • DOI

      10.1007/s11042-016-4034-6

    • NAID

      120005998048

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 観光情報学の最前線2017

    • Author(s)
      馬強
    • Journal Title

      情報処理

      Volume: 58 Pages: 220-2017

    • Related Report
      2016 Research-status Report
  • [Presentation] Travel Route Recommendation by Considering User Transition Patterns2019

    • Author(s)
      Junjie Sun
    • Organizer
      ENTER2019
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Topic Model-based Freshness Estimation Towards Diverse Tweet Recommendation2019

    • Author(s)
      Makoto Yokoyama
    • Organizer
      BigComp2019
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 進化的トピックモデルの提案とその実現2019

    • Author(s)
      横山 慎
    • Organizer
      DEIM2019
    • Related Report
      2018 Annual Research Report
  • [Presentation] ンテキストを考慮した画像生成のための敵対的生成ネットワークの提案2019

    • Author(s)
      中村 玄貴
    • Organizer
      DEIM2019
    • Related Report
      2018 Annual Research Report
  • [Presentation] ジオソーシャル写真を用いた観光スポットの検知と景観評価2019

    • Author(s)
      木上 智貴
    • Organizer
      DEIM2019
    • Related Report
      2018 Annual Research Report
  • [Presentation] Discriminative objects discovery for spot assessment2019

    • Author(s)
      陳 天偉
    • Organizer
      DEIM2019
    • Related Report
      2018 Annual Research Report
  • [Presentation] 観光行動の不確定性を考慮したルート推薦2019

    • Author(s)
      Sun Junjie
    • Organizer
      DEIM2019
    • Related Report
      2018 Annual Research Report
  • [Presentation] Dual Graph Convolutional Networks for Graph-Based Semi-Supervised Classification2018

    • Author(s)
      Chenyi Zhuang
    • Organizer
      WWW2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 観光の個人化と分散化のためのユーザ生成コンテンツの分析2018

    • Author(s)
      馬強
    • Organizer
      第6回サービス学会大会
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] 景観評価のための特徴自動抽出に向けたデータセットの作成について2018

    • Author(s)
      木上智貴
    • Organizer
      DEIM2018
    • Related Report
      2017 Research-status Report
  • [Presentation] Context-aware GANによる画像生成2018

    • Author(s)
      中村玄貴
    • Organizer
      DEIM2018
    • Related Report
      2017 Research-status Report
  • [Presentation] ユーザ移動履歴を用いた個人化観光ツアーの推薦2018

    • Author(s)
      孫俊傑
    • Organizer
      DEIM2018
    • Related Report
      2017 Research-status Report
  • [Presentation] トレンドを考慮した投資信託商品の大局的な要因分析2018

    • Author(s)
      桐畑誠
    • Organizer
      DEIM2018
    • Related Report
      2017 Research-status Report
  • [Presentation] ユーザの嗜好と話題の新鮮度を考慮したツイートの推薦2018

    • Author(s)
      横山慎
    • Organizer
      DEIM2018
    • Related Report
      2017 Research-status Report
  • [Presentation] ソーシャルトレーディングサービスにおけるポートフォリオの最適化2018

    • Author(s)
      劉 子茂
    • Organizer
      DEIM2018
    • Related Report
      2017 Research-status Report
  • [Presentation] コンテキストアウェア敵対的生成ネットワークによる画像生成2017

    • Author(s)
      中村玄貴
    • Organizer
      第9回データ工学と情報マネジメントに関するフォーラム
    • Place of Presentation
      岐阜県高山市
    • Year and Date
      2017-03-07
    • Related Report
      2016 Research-status Report
  • [Presentation] 観光情報学2.0:観光の分散化と個人化を促進する集合知活用情報技術2017

    • Author(s)
      馬強
    • Organizer
      ITコンソーシアム京都
    • Place of Presentation
      京都市
    • Year and Date
      2017-02-22
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] A Ranking Based Approach for Robust Object Discovery from Images of Mixed Classes2017

    • Author(s)
      Min Ge
    • Organizer
      AIRS 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Element-Oriented Method of Assessing Landscape of Sightseeing Spots by Using Social Images2017

    • Author(s)
      Chenyi Zhuang
    • Organizer
      APWeb/WAIM 2018
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Factor analysis of investment trust products by using monthly reports and news articles2017

    • Author(s)
      Nobuaki Onishi
    • Organizer
      ICDIM 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Understanding People Lifestyles: Construction of Urban Movement Knowledge Graph from GPS Trajectory2017

    • Author(s)
      Chenyi Zhuang
    • Organizer
      IJCAI 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Context-aware Image Generation by Using Generative Adversarial Networks2017

    • Author(s)
      Kenki Nakamura
    • Organizer
      ISM 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 話題の新鮮度を考慮したマイクロブログ推薦手法の提案2017

    • Author(s)
      横山慎
    • Organizer
      2017年度情報処理学会関西支部支部大会
    • Related Report
      2017 Research-status Report
  • [Presentation] ソーシャルトレーディングサービスにおけるトレーダの専門性分析2017

    • Author(s)
      竹田創
    • Organizer
      2017年度情報処理学会関西支部支部大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Sightseeing Value Estimation by Analyzing Geosocial Images2016

    • Author(s)
      Yizhu Shen
    • Organizer
      The Second IEEE International Conference on Multimedia Big Data
    • Place of Presentation
      台北
    • Year and Date
      2016-04-20
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Remarks] 観光の個人化と分散化を促進する観光集合知の編纂と利活用

    • URL

      https://www.db.soc.i.kyoto-u.ac.jp/~qiang/sightseeingPJ.htm

    • Related Report
      2017 Research-status Report

URL: 

Published: 2016-04-21   Modified: 2020-03-30  

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