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Solving a start-up problem of recommender systems by employing transfer learning

Research Project

Project/Area Number 21500154
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionNational Institute of Advanced Industrial Science and Technology

Principal Investigator

KAMISHIMA Toshihiro  独立行政法人産業技術総合研究所, ヒューマンライフテクノロジー研究部門, 主任研究員 (50356820)

Co-Investigator(Kenkyū-buntansha) SHOTARO Akaho  独立行政法人産業技術総合研究所, ヒューマンライフテクノロジー研究部門, 研究グループ長 (40356340)
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2010: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2009: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords知識発見とデータマイニング / 推薦システム / 転移学習 / recommender system / transfer learning / 協調フィルタリング
Research Abstract

In this project, we planed to address a start-up problem, which means the poor prediction accuracy of recommendation systems for new users or new items. For this purpose, we developed a TrBagg algorithm, which utilizes information of other users' data. We tested this algorithm on a tag recommendation task and succeeded to improve the prediction accuracy. We also tried to settle other problems related to recommender systems.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (28 results)

All 2011 2010 2009 Other

All Journal Article (6 results) (of which Peer Reviewed: 4 results) Presentation (17 results) Book (4 results) Remarks (1 results)

  • [Journal Article] Personalized Pricing Recommender System. Multi-Stage Epsilon-Greedy Approach2011

    • Author(s)
      T. Kamishima and S. Akaho
    • Journal Title

      Proc. of the HetRec2011 Workshop

      Pages: 57-64

    • DOI

      10.1145/2039320.2039329

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Nantonac Collaborative Filtering : A Model-Based Approach2010

    • Author(s)
      T. Kamishima and S. Akaho
    • Journal Title

      Proc. of the RecSys2010

      Pages: 273-276

    • DOI

      10.1145/1864708.1864765

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 転移学習2010

    • Author(s)
      神嶌敏弘
    • Journal Title

      人工知能学会誌

      Volume: vol.25, no.4 Pages: 572-580

    • NAID

      110007658045

    • Related Report
      2011 Final Research Report
  • [Journal Article] 解説「転移学習」2010

    • Author(s)
      神嶌敏弘
    • Journal Title

      人工知能学会誌

      Volume: 25 Pages: 572-580

    • Related Report
      2010 Annual Research Report
  • [Journal Article] TrBagg : A Simple Transfer Learning Method and Its Application to Personalization in Collaborative Tagging2009

    • Author(s)
      T. Kamishima and M. Hamasaki and S. Akaho
    • Journal Title

      Proc. of the ICDM2009

      Pages: 219-228

    • DOI

      10.1109/icdm.2009.9

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] TrBagg: A Simple Transfer Learning Method and Its Application to Personalization in Collaborative Tagging2009

    • Author(s)
      T.Kamishima, et.Al
    • Journal Title

      Proc of ICDM2009

      Pages: 219-228

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 価格個人化推薦システム2011

    • Author(s)
      神嶌敏弘,赤穂昭太郎
    • Organizer
      電子情報通信学会WI2研究会
    • Place of Presentation
      大阪
    • Year and Date
      2011-11-08
    • Related Report
      2011 Final Research Report
  • [Presentation] 価格個人化推薦システム2011

    • Author(s)
      神嶌敏弘, 赤穂昭太郎
    • Organizer
      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
      大阪,大阪大学中之島センター
    • Year and Date
      2011-11-08
    • Related Report
      2011 Annual Research Report
  • [Presentation] 差別・公正配慮型マイニングのサーベイ2011

    • Author(s)
      神嶌敏弘
    • Organizer
      研究集会「官庁統計データの公開における諸問題の研究と他分野への応用」
    • Place of Presentation
      東京,統計数理研究所
    • Year and Date
      2011-10-21
    • Related Report
      2011 Annual Research Report
  • [Presentation] 公正配慮型学習-正則化によるアプローチ2011

    • Author(s)
      神嶌敏弘, 赤穂昭太郎
    • Organizer
      人工知能学会全国大会(第25回)論文集
    • Place of Presentation
      岩手,いわて県民情報交流センター
    • Year and Date
      2011-06-11
    • Related Report
      2011 Annual Research Report
  • [Presentation] 公正配慮型学習-正則化によるアプローチ2011

    • Author(s)
      神嶌敏弘,赤穂昭太郎
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      盛岡
    • Year and Date
      2011-06-01
    • Related Report
      2011 Final Research Report
  • [Presentation] Nantonac Collaborative Filtering : A Model-Based Approach2010

    • Author(s)
      T.Kamishima, et.al.
    • Organizer
      ACM Recommender System 2010
    • Place of Presentation
      Barcelona, Spain
    • Year and Date
      2010-09-27
    • Related Report
      2010 Annual Research Report
  • [Presentation] チュートリアル:クラスタリングによるデータ分析の手法2010

    • Author(s)
      神嶌敏弘
    • Organizer
      ソフトウェアエンジニアリングシンポジウム2010
    • Place of Presentation
      東洋大学白山キャンパス(東京)
    • Year and Date
      2010-08-31
    • Related Report
      2010 Annual Research Report
  • [Presentation] カスタム価格設定推薦システム-簡単な実装と予備実験-2010

    • Author(s)
      神嶌敏弘,赤穂昭太郎,佐久間淳
    • Organizer
      電子情報通信学会IBISML研究会
    • Place of Presentation
      東京
    • Year and Date
      2010-06-14
    • Related Report
      2011 Final Research Report
  • [Presentation] カスタム価格設定推薦システム-簡単な実装と予備実験-2010

    • Author(s)
      神嶌敏弘, 他
    • Organizer
      第1回IBISML研究会
    • Place of Presentation
      東京
    • Year and Date
      2010-06-14
    • Related Report
      2010 Annual Research Report
  • [Presentation] カスタム価格設定推薦システム2010

    • Author(s)
      神嶌敏弘, 他
    • Organizer
      第24回人工知能学会全国大会
    • Place of Presentation
      長崎
    • Year and Date
      2010-06-11
    • Related Report
      2010 Annual Research Report
  • [Presentation] カスタム価格設定推薦システム2010

    • Author(s)
      神嶌敏弘,赤穂昭太郎,佐久間淳
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      長崎
    • Year and Date
      2010-06-09
    • Related Report
      2011 Final Research Report
  • [Presentation] チュートリアル:推薦システム---機械学習の視点から---2010

    • Author(s)
      神嶌敏弘
    • Organizer
      言語処理学会第16回年次大会
    • Place of Presentation
      東京都
    • Year and Date
      2010-03-08
    • Related Report
      2009 Annual Research Report
  • [Presentation] 推薦システムとプライバシ2009

    • Author(s)
      神嶌敏弘
    • Organizer
      研究集会「官庁統計データの公開における諸問題の研究」
    • Place of Presentation
      立川市
    • Year and Date
      2009-10-23
    • Related Report
      2009 Annual Research Report
  • [Presentation] Invited Talk : Object Ranking2009

    • Author(s)
      T. Kamishima
    • Organizer
      ECMLPKDD 2009 Workshop : Preference Learning
    • Place of Presentation
      Bled, Slovenia
    • Year and Date
      2009-09-11
    • Related Report
      2011 Final Research Report
  • [Presentation] Object Ranking2009

    • Author(s)
      Toshihiro Kamishima
    • Organizer
      ECML/PKDD2009 Workshop Preference Learning
    • Place of Presentation
      Bled, Slovenia
    • Year and Date
      2009-09-11
    • Related Report
      2009 Annual Research Report
  • [Presentation] 転移学習を利用した集団協調フィルタリング2009

    • Author(s)
      神嶌敏弘,赤穂昭太郎
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      高松
    • Year and Date
      2009-06-17
    • Related Report
      2011 Final Research Report
  • [Presentation] 転移学習を利用した集団協調フィルタリング2009

    • Author(s)
      神嶌敏弘, 他
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      高松市
    • Year and Date
      2009-06-17
    • Related Report
      2009 Annual Research Report
  • [Book] A Survey and Empirical Comparison of Object Ranking Methods In Preference Learning2010

    • Author(s)
      T. Kamishima and H. Kazawa and S. Akaho
    • Publisher
      Springer
    • Related Report
      2011 Final Research Report
  • [Book] Dimension Reduction for Object Ranking In Preference Learning2010

    • Author(s)
      T. Kamishima and S. Akaho
    • Publisher
      Springer
    • Related Report
      2011 Final Research Report
  • [Book] Preference Learning2010

    • Author(s)
      T.Kamishima, et.al.
    • Publisher
      Springer
    • Related Report
      2010 Annual Research Report
  • [Book] Efficient Clustering for Orders In Mining Complex Data2009

    • Author(s)
      T. Kamishima and S. Akaho
    • Publisher
      Springer
    • Related Report
      2011 Final Research Report
  • [Remarks]

    • URL

      http://www.kamishima.net/

    • Related Report
      2011 Final Research Report

URL: 

Published: 2009-04-01   Modified: 2016-04-21  

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