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Fast similarity search methods for large-scale and high-dimensional data sets by using complex networks

Research Project

Project/Area Number 20500109
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Media informatics/Database
Research InstitutionNTT Communication Science Laboratories

Principal Investigator

UEDA Naonori  NTT Communication Science Laboratories, 所長 (60379568)

Co-Investigator(Kenkyū-buntansha) SAITO Kazumi  静岡県立大学, 経営情報学部, 教授 (80379544)
YAMADA Takeshi  日本電信電話株式会社 NTTコミュニケーション科学基礎研究所, 協創情報研究部, 主幹研究員 (50396115)
SAWADA Hiroshi  日本電信電話株式会社 NTTコミュニケーション科学基礎研究所, 協創情報研究部, 主幹研究員 (10396210)
AOYAMA Kazuo  日本電信電話株式会社 NTTコミュニケーション科学基礎研究所, 協創情報研究部, 主任研究員 (80447028)
Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2010: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2009: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2008: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords複雑ネットワーク / スモールワールド / 探索 / 索引構造 / アルゴリズム / 大規模データ / ディレクトリ・情報検索 / 機械学習 / ディレクトリ / 探索問題
Research Abstract

This research project proposed a similarity search method that utilized a degree-reduced k-nearest neighbor graph (k-DR graph), which is a small-world network (or graph) in complex networks, for a search index structure, and that explored the k-DR graph by a greedy search or a best-first search algorithm. We have experimentally confirmed that this similarity search method was applicable to a variety of media types such as documents, images, and speech signals (utterances) and quickly found objects similar to a given query. The proposed similarity method with the foregoing properties is expected to serve as a base for novel similarity search techniques.

Report

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

    (22 results)

All 2011 2010 2009 2008 Other

All Journal Article (10 results) (of which Peer Reviewed: 8 results) Presentation (11 results) Book (1 results)

  • [Journal Article] グラフ索引構造を用いた高速類似探索電子2009

    • Author(s)
      青山一生、斉藤和巳、山田武士、上田修功
    • Journal Title

      情報通信学会論文誌D J92-D

      Pages: 1543-1554

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 効率的な類似探索のためのピボット学習法2009

    • Author(s)
      木村学、斉藤和巳、上田修功
    • Journal Title

      情報処理学会論文誌 50

      Pages: 1883-1891

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] グラフ索引構造を用いた高速類似探索2009

    • Author(s)
      青山一生, 斉藤和巳, 山田武士, 上田修功
    • Journal Title

      電子情報通信学会論文誌D:情報・システム J92-D

      Pages: 1543-1554

    • NAID

      110007361121

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 効率的な類似検索のためのピボット学習法2009

    • Author(s)
      木村学, 斉藤和巳, 上田修功
    • Journal Title

      情報処理学会論文誌 50

      Pages: 1883-1891

    • NAID

      40019549664

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article]2009

    • Author(s)
      K.Aoyama, K.Saito, T.Yamada, N.Ueda
    • Journal Title

      Fast similarity search in small-world networks, Complex Networks, Studies in Computational Intelligence(Springer Berlin/Heidelberg)

      Pages: 185-196

    • Related Report
      2009 Annual Research Report
  • [Journal Article] 効率的な類似検索のためのピボット学習法2009

    • Author(s)
      木村学、斉藤和巳、上田修功
    • Journal Title

      情報処理学会論文誌 50

    • NAID

      40019549664

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Extracting communities from complex networks by the K-Dense method2008

    • Author(s)
      K.Saito, T.Yamada, K.Kazama
    • Journal Title

      IEICE Trans. Fundamentals E91-A

      Pages: 3304-3311

    • NAID

      10026853495

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Extracting communities from complex networks by the k-Dense method2008

    • Author(s)
      Kazumi Saito, Takeshi Yamada, Kazuhiro Kazama
    • Journal Title

      IEICE Trans. Fundamentals E91-A

      Pages: 3304-3311

    • NAID

      10026853495

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article]2008

    • Author(s)
      Kazumi Saito, Takeshi Yamada, Kazuhiro Kazama
    • Journal Title

      Mining Complex Data, Studies in Computational intelligence(The k-dense method to extract communities from complex networks)

      Pages: 243-257

    • Related Report
      2008 Annual Research Report
  • [Journal Article] グラフ索引構造を用いた高速類似探索

    • Author(s)
      青山一生、斉藤和巳、山田武士、上田修功
    • Journal Title

      電子情報通信学会論文誌D:情報・システム

    • NAID

      110007361121

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] Fast Approximate Similarity Search Based on Degree-Reduced Neighborhood Graphs2011

    • Author(s)
      K.Aoyama, K.Saito, H.Sawada, N.Ueda
    • Organizer
      17^<th> ACM SIGKDD Conference on Knowledge Discovery and Data Mining(KDD-2011)
    • Place of Presentation
      Manchester Grand Hyatt, San Diego, USA
    • Year and Date
      2011-08-21
    • Related Report
      2010 Annual Research Report
  • [Presentation] ネットワーク構造による類似探索性能の分析法の提案2010

    • Author(s)
      外岡達也、小出明弘、斉藤和巳、青山一生、澤田宏、上田修功
    • Organizer
      第9回情報科学技術フォーラム(FIT2010)
    • Place of Presentation
      九州大学 福岡市
    • Year and Date
      2010-09-08
    • Related Report
      2010 Final Research Report
  • [Presentation] オブジェクト集合に依存したRNGの特性分析2010

    • Author(s)
      小出明弘、外岡達也、斉藤和巳、青山一生、澤田宏、上田修功
    • Organizer
      第9回情報科学技術フォーラム(FIT2010)
    • Place of Presentation
      九州大学 福岡市
    • Year and Date
      2010-09-08
    • Related Report
      2010 Final Research Report
  • [Presentation] ネットワーク構造による類似探索性能の分析法の提案2010

    • Author(s)
      外岡達也, 小出明弘, 斉藤和巳, 青山一生, 澤田宏, 上田修功
    • Organizer
      第9回情報科学技術フォーラム(FIT2010)
    • Place of Presentation
      福岡県福岡市,九州大学
    • Year and Date
      2010-09-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] オブジェクト集合に依存したRNGの特性分析2010

    • Author(s)
      小出明弘, 外岡達也, 斉藤和巳, 青山一生, 澤田宏, 上田修功
    • Organizer
      第9回情報科学技術フォーラム(FIT2010)
    • Place of Presentation
      福岡県福岡市,九州大学
    • Year and Date
      2010-09-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] Fast similarity search on a large speech data set with neighborhood graph indexing2010

    • Author(s)
      K.Aoyama, S.Watanabe, H.Sawada, Y.Minami, N.Ueda, K,Saito.
    • Organizer
      IEEE Int.Conf.Acoustics, Speech and Signal Processing(ICASSP2010)
    • Place of Presentation
      Dallas, Texas, USA
    • Year and Date
      2010-03-19
    • Related Report
      2010 Final Research Report 2009 Annual Research Report
  • [Presentation] Fast similarity search in small-world networks2009

    • Author(s)
      K.Aoyama, K.Saito, T.Yamada, N.Ueda
    • Organizer
      Int.Workshop on Complex Networks(ComplNet2009)
    • Place of Presentation
      Catania, Italy
    • Year and Date
      2009-05-26
    • Related Report
      2010 Final Research Report
  • [Presentation] Fast similarity search in small-world networks2009

    • Author(s)
      K.Aoyama, K.Saito, T.Yamada, N.Ueda
    • Organizer
      Int.Workshop on Complex Networks(CompleNet2009)
    • Place of Presentation
      University of Catania, Catania, Italy
    • Year and Date
      2009-05-26
    • Related Report
      2009 Annual Research Report
  • [Presentation] Fast similarity search in small-world networks2009

    • Author(s)
      K. Aoyama, K. Saito, T. Yamada, N. Ueda
    • Organizer
      International Workshop on Complex Networks (CompleNet 2009)
    • Place of Presentation
      University of Catania, Catania, Italy
    • Year and Date
      2009-05-26
    • Related Report
      2008 Annual Research Report
  • [Presentation] ネットワーク索引構造を用いた類似探索と可視化2008

    • Author(s)
      青山一生、斉藤和巳、山田武士、上田修功
    • Organizer
      第7回情報科学技術フォーラム
    • Place of Presentation
      慶應義塾大学、湘南藤沢
    • Year and Date
      2008-09-04
    • Related Report
      2010 Final Research Report
  • [Presentation] ネットワーク索引構造を用いた類似探索と可視化2008

    • Author(s)
      青山一生, 斉藤和巳, 山田武士, 上田修功
    • Organizer
      第7回情報科学技術フォーラム
    • Place of Presentation
      慶應義塾大学 湘南藤沢キャンパス
    • Year and Date
      2008-09-04
    • Related Report
      2008 Annual Research Report
  • [Book] Studies in Computational Intelligence, Springer2009

    • Author(s)
      K.Aoyama, K.Saito, T.Yamada, N.Ueda
    • Publisher
      Fast similarity search in small-world networks in Complex Networks
    • Related Report
      2010 Final Research Report

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

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