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Research of the Relationship between Users' Interventions and Users' Satisfactions for Recommender Systems

Research Project

Project/Area Number 20700085
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Media informatics/Database
Research InstitutionOsaka University

Principal Investigator

HIJIKATA Yoshinori  Osaka University, 基礎工学研究科, 准教授 (10362641)

Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2010: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2009: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2008: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
KeywordsWebサービス / 情報推薦 / 情報フィルタリング / ユーザ関与 / ユーザ満足度 / コンテキスト入力 / コンテンツ属性指定 / ユーザプロファイル編集 / ベイズ推定 / サーバ・クライアント / コンテキスト / 被験者実験 / 発見性
Research Abstract

We investigated the relationship between user intervention and user satisfaction for information recommendation. We raised two kinds of hypothesis : (1) User intervention itself improves user satisfaction and (H2) The more the user intervenes to the process of recommendation, the more the user satisfaction improves. We implemented a system in which several kinds of user intervention with different level of user intervention are performed. We conducted a user experiment. Although we could not find that H1 is not supported, we found that H2 is supported. We also propose another type of user intervention. It is the input of usage objectives of the facilities in the real world. We implemented a system that allows user to input their usage objectives using only cursor button. We found that users can make a decision with high confidence using our proposed system with small increment of their burdens.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (20 results)

All 2011 2010 2009 2008 Other

All Journal Article (6 results) (of which Peer Reviewed: 6 results) Presentation (13 results) Book (1 results)

  • [Journal Article] レビュアの信頼性評価における手法比較と属性比較2011

    • Author(s)
      田中祐也, 中村伸子, 土方嘉徳, 西田正吾
    • Journal Title

      日本データベース学会論文誌

      Volume: Vol.9, No.3 Pages: 13-18

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ユビキタス環境における目的指向型フィルタリングシステム2010

    • Author(s)
      松辻智之, 王軼群, 土方嘉徳, 西田正吾
    • Journal Title

      電気学会論文誌C Vol.130, No.5

      Pages: 852-862

    • NAID

      10026229136

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] HITS Algorithm Improvement using Semantic Text Portion2010

    • Author(s)
      Bui Quang Hung, Yoshinori Hijikata, Shogo Nishida
    • Journal Title

      Web Intelligence and Agent Systems

      Volume: Vol.8, No.2 Pages: 149-164

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ユビキタス環境における目的指向型フィルタリングシステム2010

    • Author(s)
      松辻智之, 王軼群, 土方嘉徳, 西田正吾
    • Journal Title

      電気学会論文誌C

      Volume: Vol.130, No.5 Pages: 852-86

    • NAID

      10026229136

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 時空間情報を伴うテキストデータを用いた状況把握支援システム2010

    • Author(s)
      山中努, 田中祐也, 土方嘉徳, 西田正吾
    • Journal Title

      日本知能情報ファジィ学会論文誌

      Volume: Vol.22, No.6 Pages: 691-706

    • NAID

      10027129926

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 内容に基づく音楽データの探索・推薦システム

    • Author(s)
      竹川和毅ほか
    • Journal Title

      人工知能学会論文誌 23-5

      Pages: 330-343

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] インタラクションによる集合知の生成2011

    • Author(s)
      土方嘉徳
    • Organizer
      2011年電子情報通信学会総合大会
    • Place of Presentation
      東京都市大学(東京)(招待講演)
    • Year and Date
      2011-03-14
    • Related Report
      2010 Annual Research Report
  • [Presentation] 情報推薦における気づきの調査に関する基礎検討2011

    • Author(s)
      大久保和訓, 土方嘉徳, 西田正吾
    • Organizer
      第19回電子情報通信学会Webインテリジェンスとインタラクション研究会
    • Place of Presentation
      東京
    • Year and Date
      2011-03-07
    • Related Report
      2010 Final Research Report
  • [Presentation] Service-oriented Web Engineering2010

    • Author(s)
      土方嘉徳
    • Organizer
      第9回情報科学技術フォーラムFIT2010
    • Place of Presentation
      九州大学(福岡県)(招待講演)
    • Year and Date
      2010-09-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] Sociality and Interactivity for Recommender Systems2010

    • Author(s)
      土方嘉徳
    • Organizer
      第1回DBSJソーシャルコンピューティングフォーラム
    • Place of Presentation
      青山学院大学(東京都)(招待講演)
    • Year and Date
      2010-06-30
    • Related Report
      2010 Annual Research Report
  • [Presentation] Human-Recommender Interaction2010

    • Author(s)
      土方嘉徳
    • Organizer
      電子情報通信学会AI研究会
    • Place of Presentation
      関西学院大学 東京丸の内キャンパス(東京都)(招待講演)
    • Year and Date
      2010-06-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] A Framework for Finding Community in Complex Networks2010

    • Author(s)
      Naoki Okada, Yoshinori Hijikata, Shogo Nishida
    • Organizer
      Workshop on Social Networks and Social Media Mining on the Web (SNSMW'10)
    • Place of Presentation
      筑波大学(茨城県)
    • Year and Date
      2010-04-04
    • Related Report
      2010 Annual Research Report
  • [Presentation] Proposal of Deleting Plots from the Reviews to the Items with Stories2010

    • Author(s)
      Kaori Ikeda, Yoshinori Hijikata, Shogo Nishida
    • Organizer
      Workshop on Social Networks and Social Media Mining on the Web (SNSMW'10)
    • Place of Presentation
      筑波大学(茨城県)
    • Year and Date
      2010-04-04
    • Related Report
      2010 Annual Research Report
  • [Presentation] 目的を考慮した情報フィルタリングシステムの実装2009

    • Author(s)
      松辻智之, 王軼群, 土方嘉徳, 西田正吾
    • Organizer
      第13回電子情報通信学会Webインテリジェンスとインタラクション研究会
    • Place of Presentation
      横浜
    • Year and Date
      2009-07-04
    • Related Report
      2010 Final Research Report
  • [Presentation] ユーザ関与を伴った推薦方式の設計2009

    • Author(s)
      甲斐裕樹, 土方嘉徳, 西田正吾
    • Organizer
      第15回電子情報通信学会Webインテリジェンスとインタラクション研究会
    • Place of Presentation
      広島
    • Year and Date
      2009-07-04
    • Related Report
      2010 Final Research Report 2009 Annual Research Report
  • [Presentation] Discovery-oriented Collaborative Filtering for Improving User Satisfaction2009

    • Author(s)
      Yoshinori Hijikata, et.al.
    • Organizer
      ACM IUI 2009
    • Place of Presentation
      USAフロリダ
    • Year and Date
      2009-02-08
    • Related Report
      2008 Annual Research Report
  • [Presentation] A Basic Study on Information Filtering Method Dealing with User Goal, Proc. of the 2008 IEEE International Conference on Systems2008

    • Author(s)
      Tomoyuki Matsutsuji, Yiqun Wang, Yoshinori Hijikata, Shogo Nishida
    • Organizer
      Man, and Cybernetics (IEEE SMC 2008)
    • Place of Presentation
      Sing
    • Year and Date
      2008-10-12
    • Related Report
      2010 Final Research Report
  • [Presentation] ユーザ関与を伴った推薦アルゴリズムの基礎検討2008

    • Author(s)
      甲斐裕樹, 土方嘉徳, 西田正吾
    • Organizer
      ヒューマンインタフェースシンポジウム2008
    • Place of Presentation
      大阪
    • Year and Date
      2008-09-03
    • Related Report
      2010 Final Research Report
  • [Presentation] 推薦システムにおけるユーザ関与に関する基礎検討2008

    • Author(s)
      甲斐裕樹, 土方嘉徳, 西田正吾
    • Organizer
      第52回システム制御情報学会研究発表講演会(SCI'08)
    • Place of Presentation
      京都
    • Year and Date
      2008-05-18
    • Related Report
      2010 Final Research Report
  • [Book] Database Systems for Advanced applications2010

    • Author(s)
      Yoshinori Hijikata(共著)
    • Publisher
      Springer
    • Related Report
      2010 Annual Research Report

URL: 

Published: 2008-04-01   Modified: 2016-04-21  

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