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Web Advertising Recommender System Based on Estimating Users' Latent Interests

Research Project

Project/Area Number 17H01822
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Web informatics, Service informatics
Research InstitutionKyoto Sangyo University

Principal Investigator

NAKAJIMA Shinsuke  京都産業大学, 情報理工学部, 教授 (90399535)

Co-Investigator(Kenkyū-buntansha) 河合 由起子  京都産業大学, 情報理工学部, 教授 (90399543)
張 建偉  岩手大学, 理工学部, 准教授 (20635924)
Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥16,120,000 (Direct Cost: ¥12,400,000、Indirect Cost: ¥3,720,000)
Fiscal Year 2019: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2018: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Keywords広告推薦技術 / 潜在的興味分析 / Web広告推薦 / コンテキスト分析 / 感情分析 / 位置情報付きツイート分析
Outline of Final Research Achievements

In this research project, we tried to develop a Web ad recommender system based on latent interest analysis considering users’ sentiments and contexts, with analyzing user behavior in cyber space and physical space. As for estimating users' interests in cyber space, we tried to develop a method that enables analysis of not only users' direct and explicit interests estimated from past Web browsing histories but also latent interests. As for estimating users' latent interests in physical space, we tried to develop a method for analyzing users' explicit and latent interests based on geo-tagged tweets analysis, as well as behavior prediction method using physical space users’ behavior histories. In addition, we tried to develop an interest analysis method and spot recommendation technique for users' activities such as walking in physical space.

Academic Significance and Societal Importance of the Research Achievements

本研究の成果である,Web 空間と実空間双方の行動分析からより詳細なユーザの興味分析を行う点,直接的・明示的興味だけでなく潜在的興味を持つ購買層を特定しWeb 広告を推薦しようとする点において,その独創性・新規性が高く,学術的意義も大きいといえる.
また,本研究課題は研究協力者であるWeb 広告企業との連携に基づいて行ったものである.実際にサービスを行っている企業と連携することで,従来サービスの問題点や課題を把握した上で研究を遂行するため,実サービスに即時活用可能な技術の開発が期待できる点において社会的意義も高いといえる.

Report

(4 results)
  • 2020 Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (47 results)

All 2021 2020 2019 2018 2017

All Journal Article (4 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 4 results,  Open Access: 3 results) Presentation (42 results) (of which Int'l Joint Research: 21 results) Patent(Industrial Property Rights) (1 results)

  • [Journal Article] Automatic latent street type discovery from web open data2020

    • Author(s)
      Zhang Yihong、Siriaraya Panote、Kawai Yukiko、Jatowt Adam
    • Journal Title

      Information Systems

      Volume: 92 Pages: 101536-101536

    • DOI

      10.1016/j.is.2020.101536

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Beyond the Shortest Route: A Survey on Quality-Aware Route Navigation for Pedestrians2020

    • Author(s)
      Siriaraya Panote、Wang Yuanyuan、Zhang Yihong、Wakamiya Shoko、Jeszenszky Peter、Kawai Yukiko、Jatowt Adam
    • Journal Title

      IEEE Access

      Volume: 8 Pages: 135569-135590

    • DOI

      10.1109/access.2020.3011924

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A Perceived Exertion Based Walking Navigation System to Encourage Physical Exercise2019

    • Author(s)
      SIRIARAYA, P., MAEDA, K., KIRIU, T., NAKAOKA, Y., KAWAI, Y., NAKAJIMA, S.
    • Journal Title

      Journal of Japan Society for Fuzzy Theory and Intelligent Informatics

      Volume: 31 Issue: 1 Pages: 508-515

    • DOI

      10.3156/jsoft.31.1_508

    • NAID

      130007596776

    • ISSN
      1347-7986, 1881-7203
    • Year and Date
      2019-02-15
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Twitter-based traffic delay detection based on topic propagation analysis using railway network topology2019

    • Author(s)
      Wang, Y., Siriaraya, P., Kawai, Y., & Akiyama, T
    • Journal Title

      Personal and Ubiquitous Computing

      Volume: - Pages: 1-15

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Presentation] A Comparative Method Based on the Visualization of Cosmetic Items Using Their Various Aspects2021

    • Author(s)
      Sayaka Yabe, Mayumi Ueda and Shinsuke Nakajima
    • Organizer
      The 39th IEEE International Conference on Consumer Electronics(IEEE ICCE 2021)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 音響型ARランニング支援システムのためのユーザ走力を考慮したライバル推薦手法の提案2021

    • Author(s)
      有澤隆生,桐生拓海,パノット シリアーラヤ,秋山豊和,河合由紀子,中島伸介
    • Organizer
      情報処理学会 第83回全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 商品レビュー分析に基づく販売店舗の自動スコアリングの提案2021

    • Author(s)
      西川大斗,上田真由美,中島伸介
    • Organizer
      情報処理学会 第83回全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] ユーザの直感に基づく動画検索のための評価項目別自動スコアリング手法の提案2021

    • Author(s)
      鴇田和士,上田真由美,中島伸介
    • Organizer
      情報処理学会 第83回全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 感情と風景を考慮した情景的経路推薦システムの提案2021

    • Author(s)
      石坪史帆, 山内克之, Panote Siriaraya, 中島伸介, 河合由起子
    • Organizer
      情報処理学会 第83回全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 評価項目別スコアを用いたコスメアイテム間の相違点可視化システム2021

    • Author(s)
      矢部沙也加, 上田真由美, 中島伸介
    • Organizer
      第13回データ工学と情報マネジメントに関するフォーラム(DEIM Forum 2021)
    • Related Report
      2019 Annual Research Report
  • [Presentation] ウォーキング経路推薦のための口コミ分析に基づくエリア評価手法2021

    • Author(s)
      山内克之,石坪史帆, 桐生拓海,Panote Siriaraya,栗 達, 河合由起子, 中島伸介
    • Organizer
      第13回データ工学と情報マネジメントに関するフォーラム(DEIM Forum 2021)
    • Related Report
      2019 Annual Research Report
  • [Presentation] HappyRec:幸せ推薦システムの実装及び評価手法の検討2021

    • Author(s)
      鈴木健太, 田中涼太郎,Panote Siriaraya,栗 達,中島伸介
    • Organizer
      第13回データ工学と情報マネジメントに関するフォーラム(DEIM Forum 2021)
    • Related Report
      2019 Annual Research Report
  • [Presentation] HappyButton:幸せ体験認識システムにおける幸福度向上効果の検証2021

    • Author(s)
      田中涼太郎, 鈴木健太, Panote Siriaraya,栗 達,中島伸介
    • Organizer
      第13回データ工学と情報マネジメントに関するフォーラム(DEIM Forum 2021)
    • Related Report
      2019 Annual Research Report
  • [Presentation] VDOTに基づく仮想ランナーを用いた音響型ARランニング支援システムの有効性の検証2021

    • Author(s)
      桐生拓海, Panote Siriaraya, 栗 達, 河合由起子, 中島伸介
    • Organizer
      第13回データ工学と情報マネジメントに関するフォーラム(DEIM Forum 2021)
    • Related Report
      2019 Annual Research Report
  • [Presentation] Ad Recommendation Utilizing User Behavior in The Physical Space to Represent Their Latent Interest2020

    • Author(s)
      Takanobu Omura, Kenta Suzuki, Panote Siriaraya, Mohit Mittal, Yukiko Kawai, and Shinsuke Nakajima
    • Organizer
      The 5th IEEE International Workshop on Big Spatial Data (BSD 2020)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Proposal of Latent Interest Analysis by Geo-tagged SNS for Advertisement Recommendation2020

    • Author(s)
      Takanobu Omura
    • Organizer
      5th ACM SIGSPATIAL Student Research Competition(in ACM SIGSPATIAL 2020)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Recommending Web Advertisements based on Long-Short Term User Interest.2019

    • Author(s)
      Siriaraya, P., Yamaguchi, Y., Morishita, M., Inagaki, Y., Nakamoto, R., Zhang, J., & Nakajima, S.
    • Organizer
      UISTDA2019 in conjunction with ACM IUI 2019
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Web広告推薦のためのユーザの興味分析に基づくWeb閲覧予測手法の提案2019

    • Author(s)
      澤田 礼我,Siriaraya Panote,中島 伸介
    • Organizer
      第11回データ工学と情報マネジメントに関するフォーラム
    • Related Report
      2018 Annual Research Report
  • [Presentation] ランニング意識向上のためのゲーミフィケーションに基づく音響型ARランニング支援システムの検討2019

    • Author(s)
      桐生 拓海,Siriaraya Panote,河合 由起子,中島 伸介
    • Organizer
      第11回データ工学と情報マネジメントに関するフォーラム
    • Related Report
      2018 Annual Research Report
  • [Presentation] HappyRec:ユーザが経験可能な身近な幸せ推薦手法の提案2019

    • Author(s)
      鈴木 健太,Siriaraya Panote,中島 伸介
    • Organizer
      第11回データ工学と情報マネジメントに関するフォーラム
    • Related Report
      2018 Annual Research Report
  • [Presentation] 空間キーワードと人名に基づく空間演算によるスポット検索手法の提案2019

    • Author(s)
      上坂 佳,Siriaraya Panote,王 元元,河合 由起子
    • Organizer
      第11回データ工学と情報マネジメントに関するフォーラム
    • Related Report
      2018 Annual Research Report
  • [Presentation] コスメアイテムに関する評価項目別スコアを用いた類似ユーザ判定手法2019

    • Author(s)
      松波 友稀,奥田 麻美,上田 真由美,中島 伸介,Panote Siriaraya
    • Organizer
      第11回データ工学と情報マネジメントに関するフォーラム
    • Related Report
      2018 Annual Research Report
  • [Presentation] Predicting Next Visited Country of Twitter Users.2018

    • Author(s)
      Pozi, M. S. M., Wang, Y., Siriaraya, P., Kawai, Y., & Jatowt, A.
    • Organizer
      In Asia Information Retrieval Symposium
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Twitter-Based Culture Visualization System by Analyzing Multilingual Geo-Tagged Tweets.2018

    • Author(s)
      Wang Y., Siriaraya P., Nakaoka Y., Sakata H., Kawai Y., Akiyama T.
    • Organizer
      The 20th International Conference On Asia-Pacific Digital Libraries(ICADL 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Using Open Data to Create Smart Auditory based Pervasive Game Environments.2018

    • Author(s)
      Siriaraya, P., Kiriu, T., Kawai, Y., & Nakajima, S.
    • Organizer
      2018 Annual Symposium on Computer-Human Interaction in Play Companion
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gamifications to Support Running Related Activities Based on Collaboration and Competition2018

    • Author(s)
      T. Kiriu, P. Siriaraya, Y. Kawai and S. Nakajima
    • Organizer
      2018 IEEE 7th Global Conference on Consumer Electronics (GCCE)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Food Venue Recommender System Based on Multilingual Geo-Tagged Tweet Analysis.2018

    • Author(s)
      Siriaraya, P., Nakaoka, Y., Wang, Y., & Kawai, Y.
    • Organizer
      2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Locations & Languages: Towards Multilingual User Movement Analysis in Social Media.2018

    • Author(s)
      Wang, Y., Mohd Pozi, M. S., Siriaraya, P., Kawai, Y., & Jatowt, A.
    • Organizer
      10th ACM Conference on Web Science
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Walking down a Different Path: Route Recommendation based on Visual and Facility based Diversity.2018

    • Author(s)
      Zhang, Y., Siriaraya, P., Wang, Y., Wakamiya, S., Kawai, Y., & Jatowt, A.
    • Organizer
      the Web Conference (WWW 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Locations & Languages: Towards Multilingual User Movement Analysis in Social Media2018

    • Author(s)
      Yuanyuan Wang, Muhammad Syafiq Mohd Pozi, Panote Siriaraya, Yukiko Kawai, Adam Jatowt
    • Organizer
      Proc. of the 10th ACM Conference on Web Science (WebSci 2018)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Walking down a Different Path: Route Recommendation based on Visual and Facility based Diversity2018

    • Author(s)
      Yihong Zhang, Panote Siriaraya, Yuanyuan Wang, Shoko Wakamiya, Yukiko Kawai, Adam Jatowt
    • Organizer
      Proc. of the Web Conference (WWW 2018)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Towards Understanding Cross-cultural Crowd Sentiment using Social Media2018

    • Author(s)
      Yuanyuan Wang, Panote Siriaraya, Muhammad Syafiq Mohd Pozi, Yukiko Kawai, Adam Jatowt
    • Organizer
      Proc. of iConference 2018
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Detecting Train Delays using Railway Network Topology in Twitter2018

    • Author(s)
      Yuanyuan Wang, Yusuke Nakaoka, Panote Siriaraya, Yukiko Kawai, Toyokazu Akiyama
    • Organizer
      Proc. of iConference 2018
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Smart Walking Navigation System based on Perceived Exertion2018

    • Author(s)
      Siriaraya P., Maeda K., Nakaoka, Y., Kawai Y., Nakajima S.
    • Organizer
      Workshop on Web Intelligence and Interaction, 2018, in ACM Conference on Intelligent User Interaction
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Language Density Driven Route Navigation System for Pedestrians based on Twitter Data2018

    • Author(s)
      Yuanyuan Wang, Yihong Zhang, Panote Siriaraya, Yukiko Kawai, Adam Jatowt
    • Organizer
      Proc. of the 23rd International Conference on Intelligent User Interfaces Companion (IUI 2018)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 時空間演算に基づくVerbal Searchの提案2018

    • Author(s)
      阪田 晴香, 王 元元, Panote Siriaraya, 河合 由起子
    • Organizer
      第10回データ工学と情報マネジメントに関するフォーラム (DEIM Forum 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 運動負荷および心理的負荷を考慮したスマートウォーキングナビの検証2018

    • Author(s)
      前田幸道,桐生拓海,Panote Siriaraya,河合由起子,中島伸介
    • Organizer
      第10回データ工学と情報マネジメントに関するフォーラム(DEIM Forum 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Web広告推薦のための長期的・短期的興味を考慮したユーザの潜在的興味分析方式2018

    • Author(s)
      山口由莉子,Siriaraya Panote,森下民平,稲垣陽一,中本レン,張 建偉,青井順一,中島伸介
    • Organizer
      第10回データ工学と情報マネジメントに関するフォーラム(DEIM Forum 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 課題・交流・報酬を考慮したゲーミフィケーション型ランニング支援システム2018

    • Author(s)
      桐生拓海,Panote Siriaraya,前田幸道,河合由起子,中島伸介
    • Organizer
      第10回データ工学と情報マネジメントに関するフォーラム(DEIM Forum 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] SNSデータを用いた寄り道スポットのSerendipityスコア算出方法2018

    • Author(s)
      太田竜人,Siriaraya Panote,坂本 瞭,北山大輔,中島伸介
    • Organizer
      第10回データ工学と情報マネジメントに関するフォーラム(DEIM Forum 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 潜在的興味分析に基づく詳細な興味グループ判定方式の提案2018

    • Author(s)
      澤田礼我,Siriaraya Panote,堀 篤史,山口由莉子,森下民平,稲垣陽一,中本レン,張 建偉,中島伸介
    • Organizer
      第10回データ工学と情報マネジメントに関するフォーラム(DEIM Forum 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Using categorized web browsing history to estimate the user’s latent interests for web advertisement recommendation2017

    • Author(s)
      Panote Siriaraya, Yuriko Yamaguchi, Mimpei Morishita, Yoichi Inagaki, Reyn Nakamoto, Jianwei Zhang, Junichi Aoi, Shinsuke Nakajima
    • Organizer
      The First IEEE Workshop on Human-Machine Collaboration in BigData (HMData2017) co-located with IEEE Bigdata 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Predicting Next Visited Country of Twitter Users2017

    • Author(s)
      Muhammad Syafiq Mohd Pozi, Yuanyuan Wang, Panote Siriaraya, Yukiko Kawai, Adam Jatowt
    • Organizer
      Proc. of the 13th Asia Information Retrieval Societies (AIRS 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Topic Propagation Analysis of Geo-tagged Tweets for Delay Detection based on Railway Network Topology2017

    • Author(s)
      Yuanyuan Wang, Muhammad Syafiq Mohd Pozi, Yukiko Kawai, Toyokazu Akiyama
    • Organizer
      Proc. of the Workshop on Big Data Analytics for Enhancing Public Transport (BigTransport17)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Exploring Cross-cultural Crowd Sentiments on Twitter2017

    • Author(s)
      Yuanyuan Wang, Muhammad Syafiq Mohd Pozi, Yukiko Kawai, Adam Jatowt, Toyokazu Akiyama
    • Organizer
      Proc. of the 28th ACM Conference on Hypertext and Social Media (HT 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 自覚的運動負荷を考慮したスマートウォーキングナビの提案2017

    • Author(s)
      前田幸道,中岡佑輔,河合由起子,中島伸介,Panote Siriaraya
    • Organizer
      第10回Webとデータベースに関するフォーラム(WebDB Forum 2017)
    • Related Report
      2017 Annual Research Report
  • [Patent(Industrial Property Rights)] 運動支援装置、端末装置、運動支援方法、およびプログラム2018

    • Inventor(s)
      中島伸介,河合由起子,パノット シリアーラヤ,桐生拓海
    • Industrial Property Rights Holder
      中島伸介,河合由起子,パノット シリアーラヤ,桐生拓海
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2018-025676
    • Filing Date
      2018
    • Related Report
      2017 Annual Research Report

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Published: 2017-04-28   Modified: 2022-01-27  

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