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

Research Project

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
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2011: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
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 / 機械学習 / 可視化 / 人工知能 / ユーザインタフェース / エージェント
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.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (44 results)

All 2014 2013 2012 2011 Other

All Journal Article (6 results) (of which Peer Reviewed: 6 results) Presentation (28 results) Book (10 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

    • Related Report
      2013 Final Research Report
    • 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

    • Related Report
      2013 Final Research Report
    • 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

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [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

    • Related Report
      2013 Annual Research Report
    • 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 Issue: 2 Pages: 117-123

    • DOI

      10.9746/jcmsi.6.117

    • NAID

      10031159505

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Recommender System for Clarifying User's Preference by Showing Other Categories' Items2013

    • 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

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 28 Issue: 2 Pages: 210-219

    • DOI

      10.1527/tjsai.28.210

    • NAID

      130003362314

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2013 Annual Research Report 2013 Final Research Report 2012 Research-status Report
    • 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
    • Related Report
      2013 Final Research Report
  • [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
    • Related Report
      2013 Final Research Report
  • [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
    • Related Report
      2013 Final Research Report
  • [Presentation] 異文化ゲームにおける好意情報の提示とその影響2013

    • Author(s)
      森 有紗美,市川 嘉裕,高玉 圭樹
    • Organizer
      人工知能学会第27回全国大会
    • Place of Presentation
      富山市(富山県)
    • Related Report
      2012 Research-status Report
  • [Presentation] Towards Understanding of Pareto Solutions in Multi-Dimensional Space via Interactive System2013

    • Author(s)
      Takadama, K., Sawadaishi, Y., Harada, T., Ichikawa, Y., Sato, K., Hattori, K., Sato, H., and Yamaguchi, T.
    • Organizer
      The 15th International Conference on Human-Computer Interaction (HCI International 2013)
    • Place of Presentation
      ラスベガス(米国)
    • Related Report
      2012 Research-status Report
  • [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
    • Related Report
      2013 Final Research Report
  • [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
    • Related Report
      2013 Final Research Report
  • [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
    • Related Report
      2013 Final Research Report
  • [Presentation] 異文化体験ゲームにおける集団適応エージェントモデルとインタラクション設計2012

    • Author(s)
      牛田 裕也,大谷 雅之,市川 嘉裕,佐藤 圭二,服部 聖彦,佐藤 寛之,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
    • Related Report
      2011 Research-status Report
  • [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
    • Related Report
      2011 Research-status Report
  • [Presentation] わかりにくさに基づく好み履歴のモデル化 - 好みの探索行動の支援に向けて-2012

    • Author(s)
      山口 智浩
    • Organizer
      FUN-AI-12
    • Place of Presentation
      函館
    • Related Report
      2011 Research-status Report
  • [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
    • Related Report
      2013 Final Research Report
  • [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
    • Related Report
      2013 Final Research Report
  • [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
      東京
    • Related Report
      2011 Research-status Report
  • [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
      東京
    • Related Report
      2011 Research-status Report
  • [Presentation] 多目的設計問題におけるパレート解理解支援システム2011

    • Author(s)
      沢田石 祐弥,牛田 裕也,大谷 雅之,服部 聖彦,佐藤 寛之,高玉 圭樹
    • Organizer
      人工知能学会,JAWS2011 (Joint Agent Workshops and Symposium)
    • Place of Presentation
      盛岡
    • Related Report
      2011 Research-status Report
  • [Presentation] 関係性を意識させる交渉エージェントの設計2011

    • Author(s)
      高玉 圭樹
    • Organizer
      計測自動制御学会,システム・情報部門,関係論的システム科学調査研究会
    • Place of Presentation
      京都
    • Related Report
      2011 Research-status Report
  • [Presentation] Classification of Collective Adaptive Situations in Cross Cultural Game by Fuzzy C-Means Clustering2011

    • Author(s)
      Ushida, Y. and Takadama, K.
    • Organizer
      SICE Annual Conference 2011
    • Place of Presentation
      東京
    • Related Report
      2011 Research-status Report
  • [Presentation] What Kinds of Human Negotiation Skill Can be Acquired by Changing Negotiation Order of Bargaining Agents?2011

    • Author(s)
      Takadama, K., Otaki, A., Sato, K., Matsushima, H., Otani, M., Ichikawa, Y., Hattori, K., and Sato, H.
    • Organizer
      The 14th International Conference on Human-Computer Interaction (HCI International 2011), Lecture Notes in Computer Science
    • Place of Presentation
      Florida, USA
    • Related Report
      2011 Research-status Report
  • [Presentation] 関係論的システムにおける持続的インタラクションの実現に向けて2011

    • Author(s)
      山口 智浩
    • Organizer
      計測自動制御学会,システム・情報部門,関係論的システム科学調査研究会
    • Place of Presentation
      京都
    • Related Report
      2011 Research-status Report
  • [Presentation] 異文化ゲームにおける好意情報の提示とその影響

    • Author(s)
      森 有紗美,市川 嘉裕,高玉 圭樹
    • Organizer
      人工知能学会全国大会(第27回)
    • Place of Presentation
      富山国際会議場
    • Related Report
      2013 Annual Research Report
  • [Presentation] invisibleな刺激に基づく,人間の継続的学習の促進

    • 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
    • Related Report
      2013 Annual Research Report
  • [Presentation] Invisibleな迷路タスクを用いた人の学習過程の可視化

    • 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
    • Related Report
      2013 Annual Research Report
  • [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

    • 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
    • Related Report
      2013 Annual Research Report
  • [Presentation] Awareness based recommendation - Toward the Cooperative Learning in Human Agent Interaction -

    • Author(s)
      Yamaguchi, T., Nishimura, T., and Takadama, K.
    • Organizer
      The International Conference on Humanized Systems 2012
    • Place of Presentation
      テジョン(韓国)
    • Related Report
      2012 Research-status Report
  • [Presentation] Preference Clarification Recommender System by Searching Items Beyond Category

    • Author(s)
      Takadama, K. Sato, F., Otani, M., Hattori, K., Sato, H., and Yamaguchi, T.
    • Organizer
      the IADIS Interfaces and Human Computer Interaction 2012 Conference (IHCI 2012)
    • Place of Presentation
      リスボン(ポルトガル)
    • Related Report
      2012 Research-status Report
  • [Presentation] Interactive Assistant System for Understanding Pareto solutions in Multi-Dimensional Space

    • Author(s)
      Sawadaishi, Y., Harada, T., Ichikawa, Y., Takadama, K.
    • Organizer
      Triangle Symposium on Advanced ICT 2012 (TriSAI 2012)
    • Place of Presentation
      調布市(東京都)
    • Related Report
      2012 Research-status Report
  • [Presentation] 情報量と時間軸に基づく楽曲集合の可視化

    • Author(s)
      岩井晃人,村岡達哉,山口智浩
    • Organizer
      計測自動制御学会,第40回知能システムシンポジウム
    • Place of Presentation
      京都市
    • Related Report
      2012 Research-status Report
  • [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
    • Publisher
      Springer-Verlag
    • Related Report
      2013 Final Research Report
  • [Book] ``Visualizing mental learning processes with invisible mazes for continuous learning,'' in HIMI 2014, Part II, Lecture Notes in Computer Science (LNCS Vol.8522), pp.137-1482014

    • Author(s)
      Yamaguchi, T., Takemori, K., and Takadama, K.
    • Publisher
      Springer-Verlag
    • Related Report
      2013 Annual Research Report
  • [Book] ``Favor Information Presentation and its Effect for Collective-Adaptive Situation,'' in The 16th International Conference on Human-Computer Interaction (HCI International 2014), Lecture Notes in Computer Science2014

    • Author(s)
      Mori, A., Harada, T., Ichikawa, Y., Takadama, K.
    • Publisher
      Springer-Verlag
    • Related Report
      2013 Annual Research Report
  • [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
    • Publisher
      IGI Global
    • Related Report
      2013 Final Research Report
  • [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
    • Publisher
      Wiley-ISTE
    • Related Report
      2013 Final Research Report
  • [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
    • Publisher
      Springer-Verla
    • Related Report
      2013 Final Research Report
  • [Book] ``Awareness-Based Recommendation: Toward The Human Adaptive and Friendly Interactive Learning System'', in Engineering Creative Design in Robotics and Mechatronics, Chapter 6, pp. 86-100, in M. K. Habib and J. P. Davim (Eds.)2013

    • Author(s)
      Yamaguchi, T., Nishimura, T., and Takadama, K.
    • Total Pages
      336
    • Publisher
      IGI Global
    • Related Report
      2013 Annual Research Report
  • [Book] ``Modeling a Human's Learning Processes Toward Continuous Learning Support System,'' in Mechatronics Engineering, pp.69-94 in M. K. Habib and J. P. Davim (Eds.)2013

    • Author(s)
      Yamaguchi, T., Takemori, K., and Takadama, K
    • Total Pages
      624
    • Publisher
      Wiley-ISTE
    • Related Report
      2013 Annual Research Report
  • [Book] ``Modeling a human's learning and mastery processes toward learning support system on human computer interaction'' in Human Interface and the Management of Information, The 15th International Conference on Human-Computer Interaction (HCI International 2013), Lecture Notes in Computer Science, Vol. 8016, pp. 555-5642013

    • Author(s)
      Takemori, K., Yamaguchi, T., Sasaji, K., and Takadama, K.
    • Total Pages
      665
    • Publisher
      Springer-Verlag
    • Related Report
      2013 Annual Research Report
  • [Book] ``Towards Understanding of Pareto Solutions in Multi-Dimensional Space via Interactive System'' in Human Interface and the Management of Information, The 15th International Conference on Human-Computer Interaction (HCI International 2013), Lecture Notes in Computer Science, Vol. 8018, pp.137-1462013

    • Author(s)
      Takadama, K., Sawadaishi, Y., Harada, T., Ichikawa, Y., Sato, K., Hattori, K., Sato, H., and Yamaguchi, T.
    • Total Pages
      685
    • Publisher
      Springer-Verlag
    • Related Report
      2013 Annual Research Report

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Published: 2011-08-05   Modified: 2019-07-29  

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