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2013 Fiscal Year Final Research Report

design and evaluation of individual user adaptive recommender system based on awareness

Research Project

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Project/Area Number 23500197
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionNara National College of Technology

Principal Investigator

YAMAGUCHI Tomohiro  奈良工業高等専門学校, その他部局等, 教授 (00240838)

Co-Investigator(Kenkyū-buntansha) TAKADAMA Keiki  電気通信大学, 大学院・情報理工学研究科, 教授 (20345367)
Project Period (FY) 2011 – 2013
Keywords対話的推薦システム / 気づき支援 / 好みの明確化 / セレンディピティ / ヒューマンインタフェース / インタラクション / 対話的強化学習
Research Abstract

This research presented the awareness based interactive recommendation system to find out the true preferences of a user. We developed Round-trip Plan Recommendation System, and Preference Clarification Recommender System by Searching Items Beyond Category.
In the former, we proposed the interactive recommendation method by grouping various plans, user-profiling and the preference estimation method. The proposed methods and its evaluations were published as international conference papers and book in chapter papers.
In the latter case, we proposed the recommendation method which supports users to clarify the most appropriate preference by assisting both the preference concretization of users and the preference change of users. The proposed method and its evaluations were published as international conference papers and the JSAI journal paper.

  • Research Products

    (16 results)

All 2014 2013 2012 2011

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (8 results) Book (4 results)

  • [Journal Article] 多次元空間問題における商品属性の関係理解と商品選定の支援2014

    • Author(s)
      沢田石 祐弥, 原田 智広, 佐藤 寛之, 服部 聖彦, 高玉 圭樹, 山口 智浩
    • Journal Title

      電子情報通信学会誌

      Volume: Vol.J97-A,No.6 Pages: 482-491

    • Peer Reviewed
  • [Journal Article] 集団適応状態に向けた好意情報の提示とその影響2014

    • Author(s)
      森 有紗美, 原田 智広, 北川 広登, 高玉圭樹
    • Journal Title

      電子情報通信学会誌

      Volume: Vol.J97-A,No.6 Pages: 429-438

    • Peer Reviewed
  • [Journal Article] Specifying Collective Adaptive Situations in Cross Cultural Game Towards Validation of Agent-based Social Simulation2013

    • Author(s)
      Takadama, K. and Ushida, Y
    • Journal Title

      SICE Journal of Control, Measurement, and System Integration (JCMSI)

      Volume: Vol.6,No.2 Pages: 117-123

    • DOI

      10.9746/jcmsi.6.117

    • Peer Reviewed
  • [Journal Article] 別カテゴリ商品提示による好みの明確化を促す推薦システム2013

    • Author(s)
      高玉 圭樹, 佐藤 史盟, 大谷 雅之, 服部聖彦, 佐藤 寛之, 山口 智浩
    • Journal Title

      人工知能学会論文誌

      Volume: Vol.28,No.2 Pages: 210-219

    • DOI

      10.1527/tjsai.28.210

    • Peer Reviewed
  • [Presentation] invisible な迷路タスクを用いた人の学習過程の可視化による継続的学習の支援2014

    • Author(s)
      山口 智浩, 竹森 孝樹, 高玉 圭樹
    • Organizer
      人工知能学会全国大会(第28回)
    • Place of Presentation
      松山/愛媛
    • Year and Date
      2014-05-12
  • [Presentation] Invisible な迷路タスクを用いた人の学習過程の可視化2014

    • Author(s)
      山口 智浩, 竹森 孝樹, 高玉 圭樹
    • Organizer
      計測自動制御学会, 第41回知能システムシンポジウム
    • Place of Presentation
      筑波大/東京
    • Year and Date
      2014-03-13
  • [Presentation] invisible な刺激に基づく, 人間の継続的学習の促進2013

    • Author(s)
      竹森 孝樹, 山口 智浩, 高玉 圭樹
    • Organizer
      計測自動制御学会, システム・情報部門学術講演会2013 (SSI2013)
    • Place of Presentation
      大津/滋賀
    • Year and Date
      2013-11-18
  • [Presentation] Awareness based recommendation - Toward the Cooperative Learning in Human Agent Interaction2012

    • Author(s)
      Yamaguchi, T., Nishimura, T., and Takadama, K
    • Organizer
      The International Conference on Humanized Systems 2012
    • Place of Presentation
      Daejeon/Korea
    • Year and Date
      2012-08-17
  • [Presentation] Preference Clarification Recommender System by Searching Items Beyond Category2012

    • Author(s)
      Takadama, K., Sato, F., Otani, M., Hattori, K., Sato, H., and Yamaguchi, T
    • Organizer
      IADIS International Conference Interfaces and Human Computer Interaction (IHCI 2012)
    • Place of Presentation
      Lisbon /Portugal
    • Year and Date
      2012-07-21
  • [Presentation] 対話的プラン推薦システムにおける閲覧効率化機能がユーザに与える影響の分析2012

    • Author(s)
      山口 智浩, 山口 浩基, 高玉 圭樹
    • Organizer
      計測自動制御学会, 第39回知能システムシンポジウム
    • Place of Presentation
      千葉大/千葉
    • Year and Date
      2012-03-15
  • [Presentation] 別カテゴリ商品提示による好みの明確化を促す推薦システムの設計と評価2011

    • Author(s)
      佐藤 史盟, 大谷 雅之, 服部 聖彦, 佐藤寛之, 高玉 圭樹, 山口 智浩
    • Organizer
      計測自動制御学会, システム・情報部門 学術講演会2011 (SSI2011)
    • Place of Presentation
      代々木/東京
    • Year and Date
      2011-11-23
  • [Presentation] 好みのユーザプロファイリングにおける, 好み変化のモデル化2011

    • Author(s)
      山口 智浩, 足立 麻衣子, 高玉 圭樹
    • Organizer
      計測自動制御学会, システム・情報部門 学術講演会2011(SSI2011)
    • Place of Presentation
      代々木/東京
    • Year and Date
      2011-11-21
  • [Book] Visualizing mental learning processes with invisible mazes for continuous learning, in HIMI 2014, Part II, Lecture Notes in Computer Science (LNCS Vol.8522), Proc. of 16th International Conference, HCI International 2014 , S.Yamamoto (ed.)2014

    • Author(s)
      Yamaguchi, T., Takemori, K., and Takadama, K
    • Total Pages
      137-148
    • Publisher
      Springer-Verlag
  • [Book] Awareness based recommendation - toward the human adaptive and friendly interactive learning system, in Engineering Creative Design in Robotics and Mechatronics, chapter 6, M. K. Habib, J. Paulo Davim, (eds.)2013

    • Author(s)
      Yamaguchi, T., Nishimura, T. and Takadama, K
    • Total Pages
      86-100
    • Publisher
      IGI Global
  • [Book] Modeling a human's learning processes toward continuous learning support system, in Interdisciplinary Mechatronics, M. K. Habib, J. Paulo Davim, (eds.)2013

    • Author(s)
      Yamaguchi, T., Takemori, K. and Takadama, K
    • Total Pages
      69-94
    • Publisher
      Wiley-ISTE
  • [Book] Modeling a Human's Learning Processes to Support Continuous Learning on Human Computer Interaction, in Human Interface and the Management of Information. Information and Interaction Design, , Lecture Notes in Computer Science (LNAI Vol.8016), Proc. of 15th International Conference, HCI International 2013, , S.Yamamoto (ed.)2013

    • Author(s)
      Takemori, K., Yamaguchi, T., Sasaji, K. and Takadama, K
    • Total Pages
      555-564
    • Publisher
      Springer-Verla

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Published: 2015-07-16  

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