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High Precision Information Retrieval and Recommendation based on Copulas

Research Project

Project/Area Number 15H02701
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Multimedia database
Research InstitutionTokyo Institute of Technology

Principal Investigator

Miyazaki Jun  東京工業大学, 情報理工学院, 教授 (40293394)

Co-Investigator(Kenkyū-buntansha) 波多野 賢治  同志社大学, 文化情報学部, 教授 (80314532)
中村 匡秀  神戸大学, システム情報学研究科, 准教授 (30324859)
欅 惇志  東京工業大学, 情報理工学院, 助教 (00733958)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥17,940,000 (Direct Cost: ¥13,800,000、Indirect Cost: ¥4,140,000)
Fiscal Year 2017: ¥5,980,000 (Direct Cost: ¥4,600,000、Indirect Cost: ¥1,380,000)
Fiscal Year 2016: ¥6,630,000 (Direct Cost: ¥5,100,000、Indirect Cost: ¥1,530,000)
Fiscal Year 2015: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Keywords情報検索 / コピュラ / 情報推薦 / スコア統合 / Copula / 情報システム / Top-kアルゴリズム / スコアリング
Outline of Final Research Achievements

In this research, we applied copulas which can consider complex dependencies among multiple features to the areas of information retrieval (IR) and recommender systems, and showed a method to design transparent and highly effective IR and recommender systems.
More specifically, we considered a mixture copula model which integrates multiple copulas with a linear combination for building effective IR and recommender systems. To estimate a good mixture copula which affects their effectiveness, we indicated that it is appropriate that a density-based clustering algorithm is applied in the copula estimation phase. In addition, we also developed an efficient top-k algorithm for quickly returning relevant results even if the scoring function is non-linear, such as copulas, and non-monotonic. Moreover, as for recommender systems, we showed that effective recommender systems can also be designed with mixture copulas, when preprocessing feature parameters with a statistical approach.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (43 results)

All 2018 2017 2016 2015

All Journal Article (19 results) (of which Peer Reviewed: 19 results,  Acknowledgement Compliant: 9 results,  Open Access: 2 results) Presentation (24 results)

  • [Journal Article] Implementing Personalized Web News Delivery Service Using Tales of Familiar Framework2018

    • Author(s)
      Kentaro Noda, Yoshihiro Wada, Sachio Saiki, Masahide Nakamura, Kiyoshi Yasuda
    • Journal Title

      Proc. of IEEE International Conference on Pervasive Computing and Communications Workshop

      Volume: - Pages: 831-836

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Effective Mobile Search using Element-based Retrieval2017

    • Author(s)
      Atsushi Keyaki, Jun Miyazaki, Kenji Hatano
    • Journal Title

      IPSJ Transactions on Databases

      Volume: Vol.10, No.3 Pages: 1-11

    • NAID

      130006203127

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Case for Term Weighting using a Dictionary on GPUs2017

    • Author(s)
      Toshiaki Wakatsuki, Atsushi Keyaki, Jun Miyazaki
    • Journal Title

      Proc. of 28th International Conference on Database and Expert Systems Applications

      Volume: - Pages: 103-117

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Skyline-based Recommendation Considering User Preferences2017

    • Author(s)
      Shuhei Kishida, Seiji Ueda, Atsushi Keyaki, Jun Miyazaki
    • Journal Title

      Proc. of 1st Asia-Pacific Web (APWeb) and Web-Age Information Management (WAIM) Joint Conference on Web and Big Data

      Volume: - Pages: 133-141

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Part-of-speech Tagging for Web Search Queries Using a Large-scale Web Corpus2017

    • Author(s)
      Atsushi Keyaki, Jun Miyazaki
    • Journal Title

      Proc. of the 32nd ACM Symposium on Applied Computing

      Volume: - Pages: 931-937

    • NAID

      120006705170

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Design and Evaluation of Mission-Oriented Sensing Platform with Military Analogy2017

    • Author(s)
      Hikaru Inomoto, Sachio Saiki, Masahide Nakamura, Shinsuke Matsumoto
    • Journal Title

      International Journal of Pervasive Computing and Communications

      Volume: vol.13, no.1 Pages: 1-17

    • NAID

      120006624223

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Managing Uncertain Location with Probability by Integrating Absolute and Relative Location Information2017

    • Author(s)
      Ryoma Tabata, Sachio Saiki, Masahide Nakamura
    • Journal Title

      Proc. of the 19th International Conference on Information Integration and Web-based Applications & Services

      Volume: - Pages: 131-135

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Delivering Personalized Information to Individuals in Super Smart Society2017

    • Author(s)
      Kentaro Noda, Yoshihiro Wada, Sachio Saiki, Masahide Nakamura, Kiyoshi Yasuda
    • Journal Title

      Proc. of Digital Human Modeling 2017

      Volume: - Pages: 183-194

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Recognizing Adls of One Person Household Based on Non-Intrusive Environmental Sensing2017

    • Author(s)
      Long Niu, Sachio Saiki, Masahide Nakamura
    • Journal Title

      Proc. of the 18th IEEE/ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing

      Volume: - Pages: 477-482

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Constructing a Judging Model of Closeness in Human Relations2017

    • Author(s)
      Yuka Teramoto, Kazuma Kusu, Takamitsu Shioi, and Kenji Hatano
    • Journal Title

      Proc. of Culture and Computing 2017

      Volume: - Pages: 49-54

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Score Fusion Method Using a Mixture Copula2016

    • Author(s)
      Takuya Komatsuda , Atsushi Keyaki , Jun Miyazaki
    • Journal Title

      Proceedings of DEXA 2016 Part II, LNCS 9828

      Volume: 27 Pages: 216-232

    • DOI

      10.1007/978-3-319-44406-2_16

    • ISBN
      9783319444055, 9783319444062
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A New Readability Measure for Web Documents and its Evaluation on an Effective Web Search Engine2016

    • Author(s)
      Yume Sasaki , Takuya Komatsuda , Atsushi Keyaki , Jun Miyazaki
    • Journal Title

      Proceedings of the 18th International Conference on Information Integration and Web-based Applications & Services

      Volume: 18 Pages: 357-364

    • DOI

      10.1145/3011141.3011172

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Constructing A Discriminant Model of Web Documents Suitable/Unsuitable for Search Result2016

    • Author(s)
      Hikari Suganuma, Takamitsu Shioi, Kenji Hatano
    • Journal Title

      Proceedings of the 18th International Conference on Information Integration and Web-based Applications & Services

      Volume: 18 Pages: 259-263

    • DOI

      10.1145/3011141.3011204

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] KULOCS: Unified Locating Service for Efficient Development of Location-Based Applications2016

    • Author(s)
      iroki Takatsuka, Seiki Tokunaga, Sachio Saiki, Shinsuke Matsumoto, Masahide Nakamura
    • Journal Title

      International Journal of Pervasive Computing and Communication

      Volume: 12 Issue: 1 Pages: 154-172

    • DOI

      10.1108/ijpcc-01-2016-0004

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] WIF4InL: Web-Based Integration Framework for Indoor Location2016

    • Author(s)
      Long Niu, Sachio Saiki, Shinsuke Matsumoto, and Masahide Nakamura
    • Journal Title

      International Journal of Pervasive Computing and Communications

      Volume: 12 Issue: 1 Pages: 49-65

    • DOI

      10.1108/ijpcc-01-2016-0009

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] ission-Oriented Large-Scale Environment Sensing Based on Analogy of Military System2016

    • Author(s)
      Hikaru Inomoto, Sachio Saiki, Masahide Nakamura, Shinsuke Matsumoto
    • Journal Title

      1Proceedings of the 18th International Conference on Information Integration and Web-based Applications & Services

      Volume: 18 Pages: 416-423

    • DOI

      10.1145/3011141.3011148

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Suggesting Sub-topics of An Issued Query Using Concept Structure2016

    • Author(s)
      Kazuki Hagiwara, Kenji Hatano
    • Journal Title

      Proc. of 7th International Conference on the Applications of Digital Information and Web Technologies (ICADIWT 2016)

      Volume: 7 Pages: 126-134

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] RuCAS: Rule-Based Framework for Managing Context-Aware Services with Distributed Web Services2015

    • Author(s)
      Hiroki Takatsuka, Sachio Saiki, Shinsuke Matsumoto, Masahide Nakamura
    • Journal Title

      International Journal of Software Innovation

      Volume: 3 Pages: 57-68

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Proposal for Deriving Timing Constraint Context on Multiple Sensor Web Services in Service-Oriented Home Network2015

    • Author(s)
      Ben Yan, Hua-Ping Yao, Masahide Nakamura, Shinsuke Matsumoto
    • Journal Title

      International Journal of Smart Home

      Volume: 9 Pages: 151-162

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 離散値特徴量や特異な嗜好ケースを考慮したコピュラを用いた推薦システム2018

    • Author(s)
      朝日 諒, 欅 惇志, 宮崎 純
    • 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 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 密度ベースクラスタリングによる多峰性コピュラを用いた情報検索の高精度化2018

    • Author(s)
      左近 健太, 欅 惇志, 宮崎 純
    • 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 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 他視点のオブジェクトを検索可能な画像検索システムの構築2018

    • Author(s)
      雛形 奎祐, 欅 惇志, 宮崎 純
    • 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 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] GPU上のMapReduceによる大規模データ処理の最適な分割粒度の動的推定2018

    • Author(s)
      柳本 晟熙, 欅 惇志, 宮崎 純
    • 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 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 分散環境における多次元データに対する集約演算結果の推定とその評価2018

    • Author(s)
      張 涵, 渡 佑也, 欅 惇志, 宮崎 純, 中村 匡秀
    • 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 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] GPU上で辞書を利用したN-gramクエリ尤度の効率的な事前計算2018

    • Author(s)
      若月 駿尭, 欅 惇志, 宮崎 純
    • 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 2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 確率的位置情報算出アルゴリズムにおける実環境を考慮したシミュレーションによる特性評価2018

    • Author(s)
      田畑 亮馬, 佐伯 幸郎, 中村 匡秀
    • Organizer
      電子情報通信学会サービスコンピューティング研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 逐次的親密度推定に向けた発話対の親疎判別法の提案2018

    • Author(s)
      木下 泰輝, 楠 和馬, 蒲原 智也, 波多野 賢治
    • Organizer
      言語処理学会第 24 回年次大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] アイテムの評価観点を用いたレビューの有用性判定2018

    • Author(s)
      岡本 章平, 寺本 優香, 楠 和馬, 蒲原 智也, 波多野 賢治
    • Organizer
      電子情報通信学会総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 検索対象データの事前インデックスを必要としない Top-k 検索アルゴリズムの提案と評価2017

    • Author(s)
      佐々木 夢 , 欅 惇志 , 宮崎 純
    • Organizer
      第9回データ工学と情報マネジメントに関するフォーラム(DEIM2017)
    • Place of Presentation
      岐阜
    • Year and Date
      2017-03-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] プレイリスト生成における遷移確率を用いたスコアリング手法の提案2017

    • Author(s)
      植田 聖司 , 欅 惇志 , 宮崎 純
    • Organizer
      第9回データ工学と情報マネジメントに関するフォーラム(DEIM2017)
    • Place of Presentation
      岐阜
    • Year and Date
      2017-03-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] 多次元データに対する集約演算の効率化手法におけるデータ挿入スループットの向上2017

    • Author(s)
      渡 佑也, 欅 惇志, 宮崎 純
    • Organizer
      第9回データ工学と情報マネジメントに関するフォーラム(DEIM2017)
    • Place of Presentation
      岐阜
    • Year and Date
      2017-03-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] Copula を用いたユーザプロファイリング手法の提案2017

    • Author(s)
      鈴木 崇弘 , 欅 惇志 , 宮崎 純
    • Organizer
      第9回データ工学と情報マネジメントに関するフォーラム(DEIM2017)
    • Place of Presentation
      岐阜
    • Year and Date
      2017-03-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] GPUを用いた大規模な文書に対する高精度検索のための高速な重み付け計算2017

    • Author(s)
      柳本 晟熙 , 欅 惇志 , 宮崎 純
    • Organizer
      第9回データ工学と情報マネジメントに関するフォーラム(DEIM2017)
    • Place of Presentation
      岐阜
    • Year and Date
      2017-03-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] ヒストグラムとカーネル密度推定を組み合わせた集約演算結果の推定2017

    • Author(s)
      張 涵 , 渡 佑也 , 欅 惇志 , 宮崎 純
    • Organizer
      第9回データ工学と情報マネジメントに関するフォーラム(DEIM2017)
    • Place of Presentation
      岐阜
    • Year and Date
      2017-03-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] メール送受信者感の親疎関係判定モデルの構築2017

    • Author(s)
      寺本 優香, 塩井 隆円, 楠 和馬, 波多野 賢治
    • Organizer
      第9回データ工学と情報マネジメントに関するフォーラム(DEIM2017)
    • Place of Presentation
      岐阜
    • Year and Date
      2017-03-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] RDBとKVSを相互に活用した大規模多次元データに対する集約演算の効率化2017

    • Author(s)
      渡 佑也, 欅 惇志, 宮崎 純, 中村 匡秀
    • Organizer
      情報処理学会データベースシステム研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] GPU上のMapReduceによる大規模データの処理におけるソートアルゴリズムの影響と評価2017

    • Author(s)
      柳本 晟熙, 欅 惇志, 宮崎 純
    • Organizer
      情報処理学会データベースシステム研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 地理座標情報とすれちがい情報を用いた確率的位置情報の特性評価2017

    • Author(s)
      田畑 亮馬, 佐伯 幸郎, 中村 匡秀
    • Organizer
      電子情報通信学会ライフインテリジェンスとオフィス情報システム研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 情報要求を満たさない文書の判別 モデル構築と情報検索への活用2016

    • Author(s)
      菅沼 ひかり, 塩井 隆円, 波多野 賢治
    • Organizer
      情報処理学会第78 回全国大会
    • Place of Presentation
      神奈川県, 慶応大学
    • Year and Date
      2016-03-10
    • Related Report
      2015 Annual Research Report
  • [Presentation] 多峰性のあるコピュラを用いた文書の適合度の統合手法の提案及びその検証2016

    • Author(s)
      小松田 卓也, 欅 惇志, 宮崎 純
    • Organizer
      第8回データ工学と情報マネジメントに関するフォーラム(DEIM2016)
    • Place of Presentation
      福岡県, 福岡市
    • Year and Date
      2016-02-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] スカイライン演算を用いたユーザ思考を考慮した情報推薦のランキング手法の精度改善2016

    • Author(s)
      岸田 脩平, 欅 惇志, 宮崎 純
    • Organizer
      第8回データ工学と情報マネジメントに関するフォーラム(DEIM2016)
    • Place of Presentation
      福岡県, 福岡市
    • Year and Date
      2016-02-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] 文書の可読性を考慮したWeb検索に関する一考察2016

    • Author(s)
      佐々木 夢, 小松田 卓也, 欅 惇志, 宮崎 純
    • Organizer
      第8回データ工学と情報マネジメントに関するフォーラム(DEIM2016)
    • Place of Presentation
      福岡県, 福岡市
    • Year and Date
      2016-02-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] プレイリスト生成におけるグラフモデルを用いたスコアリング手法の提案2016

    • Author(s)
      植田 聖司, 欅 惇志, 宮崎 純
    • Organizer
      第8回データ工学と情報マネジメントに関するフォーラム(DEIM2016)
    • Place of Presentation
      福岡県, 福岡市
    • Year and Date
      2016-02-29
    • Related Report
      2015 Annual Research Report

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Published: 2015-04-16   Modified: 2019-03-29  

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