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A Study on Top-K algorithm for Large Unordered Tree Databases

Research Project

Project/Area Number 24650042
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Media informatics/Database
Research InstitutionNational Institute of Informatics

Principal Investigator

TAKASU Atsuhiro  国立情報学研究所, コンテンツ科学研究系, 教授 (90216648)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords木構造データ検索 / トップK検索 / インデキシング / 数式検索
Outline of Final Research Achievements

Trees are used for representing and processing various data such as XML documents and mathematical formulas. We studied efficient tree matching and retrieval algorithms. This study focuses on the algorithms for unordered trees that generally require high computation cost. We first proposed an unordered tree matching algorithm that is especially effective for narrow trees and developed a program that can calculate the similarity of mid sized trees within reasonable processing time. For processing large tree databases, we developed efficient indices that can detect candidate trees from the database. For the case that tree structure is important for retrieval, we made a metric space-based index that converts each tree to a feature vector then makes a metric space for the vectors. Then, we apply a pivot-based indexing technique.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (6 results)

All 2015 2014 2013 2012

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (4 results)

  • [Journal Article] On the Complexity of Finding a Largest Common Subtree of Bounded Degree2013

    • Author(s)
      Tatsuya Akutsu, Takeyuki Tamura, Avraham A. Melkman, Atsuhiro Takasu
    • Journal Title

      Lecture Note in Computer Science (FCT2013)

      Volume: 8070 Pages: 4-15

    • DOI

      10.1007/978-3-642-40164-0_4

    • NAID

      120005689204

    • ISBN
      9783642401633, 9783642401640
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Efficient Exponential Time Algorithms for Edit Distance between Unordered Trees2012

    • Author(s)
      Tatsuya Akutsu, Takeyuki Tamura, Daiji Fukagawa, Atsuhiro Takasu
    • Journal Title

      Lecture Note in Computer Science

      Volume: 7354 Pages: 360-372

    • DOI

      10.1007/978-3-642-31265-6_29

    • NAID

      110009588448

    • ISBN
      9783642312649, 9783642312656
    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Transfer Learning for Bibliographic Information Extraction2015

    • Author(s)
      Quang-Hong VUONG, Atsuhiro Takasu
    • Organizer
      International Conference on Pattern Recognition Applications and Methods (ICPRAM2015)
    • Place of Presentation
      Lisbon, Portugal
    • Year and Date
      2015-01-10 – 2015-01-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] On the Parameterized Complexity of Associative and Commutative Unification2014

    • Author(s)
      Tatsuya Akutsu, Jesper Jansson, Atsuhiro Takasu, Takeyuki Tamura
    • Organizer
      International Conference on Parameterized and Exact Computation (IPEC 2014)
    • Place of Presentation
      Wroctaw, Poland
    • Year and Date
      2014-09-10 – 2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] Transfer Learning for Emotional Polarity Classification2014

    • Author(s)
      Quang-Hong Vuong, Atsuhiro Takasu
    • Organizer
      IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI2014)
    • Place of Presentation
      Warsaw, Poland
    • Year and Date
      2014-08-11 – 2014-08-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] 表記が異なる同義の数式の高速な検索法2014

    • Author(s)
      大橋駿介, 高須 淳宏, 相澤 彰子
    • Organizer
      第6回データ工学と情報マネジメントに関するフォーラム
    • Place of Presentation
      ウェスティン淡路(兵庫県)
    • Related Report
      2013 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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