• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Machine learning theory for graph pattern languages and its applications to graph mining

Research Project

Project/Area Number 20500016
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Fundamental theory of informatics
Research InstitutionKyushu University

Principal Investigator

SHOUDAI Takayoshi  Kyushu University, システム情報科学研究院, 准教授 (50226304)

Co-Investigator(Kenkyū-buntansha) UCHIDA Tomoyuki  広島市立大学, 情報科学研究科, 准教授 (70264934)
Co-Investigator(Renkei-kenkyūsha) SUZUKI Yusuke  広島市立大学, 情報科学研究科, 助教 (10398464)
MATSUMOTO Satoshi  東海大学, 理学部, 准教授 (30307235)
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: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2009: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2008: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords計算論的学習理論 / 知識発見とデータマイニング / グラフアルゴリズム / グラフパターン / グラフ言語 / グラフ構造データ / データマイニング / 機械学習 / 機械発見 / 帰納推論
Research Abstract

We proposed a series of techniques for extracting graph-structured patterns efficiently from graph-structured data, such as chemical compound data, HTML/XML data, network traffic data, and so on. In order to design expressive graph-structured patterns, we focused on tree-like properties (e. g., outerplanarity, tree-width) of target data. Our proposed algorithms run efficiently on real data, and discovered a number of interesting graph-structured patterns.

Report

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

    (35 results)

All 2011 2010 2009 2008

All Journal Article (25 results) (of which Peer Reviewed: 23 results) Presentation (10 results)

  • [Journal Article] Efficient Pattern Matching on Graph Patterns of Bounded Treewidth2011

    • Author(s)
      Takashi Yamada, Takayoshi Shoudai
    • Journal Title

      Electronic Notes in Discrete Mathematics to appear

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 辺縮約制約を持つ部分k-木への辺縮約問題に対する多項式時間アルゴリズム2011

    • Author(s)
      山田貴志, 正代隆義
    • Journal Title

      情報処理学会研究報告.AL,アルゴリズム研究会報告

      Volume: 2011-AL-133(2) Pages: 1-8

    • Related Report
      2010 Annual Research Report
  • [Journal Article] Frequent Sequential Pattern Discovery for Data Screening2011

    • Author(s)
      Hisashi Tsuruta, Takayoshi Shoudai, Jun'ichi Takeuchi
    • Journal Title

      Proc.Int.MultiConference of Engineers and Computer Scientists 2011 (IMECS2011)

      Volume: I Pages: 315-322

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Efficient Pattern Matching on Graph Patterns of Bounded Treewidth2011

    • Author(s)
      Takashi Yamada, Takayoshi Shoudai
    • Journal Title

      Electronic Notes in Discrete Mathematics

      Volume: (In press)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Graph Pattern Matching with Expressive Outerplanar Graph Patterns2010

    • Author(s)
      Hitoshi Yamasaki, Takashi Yamada, Takayoshi Shoudai
    • Journal Title

      Lecture Notes in Electrical Engineering 70

      Pages: 231-243

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Algorithm Using Expanded LZ Compression Scheme for Compressing Tree Structured Data2010

    • Author(s)
      Yuko Itokawa, Koichiro Katoh, Tomoyuki Uchida, Takayoshi Shoudai.
    • Journal Title

      Lecture Notes in Electrical Engineering 52

      Pages: 333-346

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Learning Characteristic Structured Patterns in Rooted Planar Maps2010

    • Author(s)
      Satoshi Kawamoto, Yusuke Suzuki, Takayoshi Shoudai
    • Journal Title

      Proc.International MultiConference of Engineers and Computer Scientists 2010 (IMECS2010) Vol.I

      Pages: 465-470

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Algorithm Using Expanded LZ Compression Scheme for Compressing Tree Structured Data2010

    • Author(s)
      Yuko Itokawa, et al.
    • Journal Title

      Lecture Notes in Electrical Engineering

      Volume: 52 Pages: 333-346

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Graph Pattern Matching with Expressive Outerplanar Graph Patterns2010

    • Author(s)
      Hitoshi Yamasaki, et al.
    • Journal Title

      Lecture Notes in Electrical Engineering

      Volume: 70 Pages: 231-243

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ダークネット観測データの時系列パタン発見によるスクリーニングについて2010

    • Author(s)
      鶴田悠, 正代隆義, 竹内純一
    • Journal Title

      電子情報通信学会技術研究報告.IA,インターネットアーキテクチャ

      Volume: 110(78) Pages: 7-12

    • NAID

      110007889775

    • Related Report
      2010 Annual Research Report
  • [Journal Article] Learning Characteristic Structured Patterns in Rooted Planar Maps2010

    • Author(s)
      Satoshi Kawamoto, et al.
    • Journal Title

      Proc.Int.Multi Conference of Engineers and Computer Scientists 2010(IMECS2010) I

      Pages: 465-470

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Expressive Outerplanar Graph Pattern Class and its Efficient Pattern Matching Algorithm2010

    • Author(s)
      Hitoshi Yamasaki, et al.
    • Journal Title

      Proc.Int.Multi Conference of Engineers and Computer Scientists 2010(IMECS2010) I

      Pages: 471-477

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning of Finite Unions of Tree Patterns with Repeated Internal Structured Variables from Queries2009

    • Author(s)
      Satoshi Matsumoto, Yusuke Suzuki, Takayoshi Shoudai, Tetsuhiro Miyahara, Tomoyuki Uchida
    • Journal Title

      IPSJ Transactions on Mathematical Modeling and its Applications 2

      Pages: 127-137

    • NAID

      110007338672

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Learning block-preserving graph patterns and its application to data mining2009

    • Author(s)
      Hitoshi Yamasaki, Yosuke Sasaki, Takayoshi Shoudai, Tomoyuki Uchida, Yusuke Suzuki
    • Journal Title

      Machine Learning 76

      Pages: 137-173

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Polynomial Time Inductive Inference of TTSP Graph Languages from Positive Data2009

    • Author(s)
      Ryoji Takami, Yusuke Suzuki, Tomoyuki Uchida, Takayoshi Shoudai
    • Journal Title

      IEICE TRANSACTIONS on Information and Systems E92-D

      Pages: 181-190

    • NAID

      10026807399

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Polynomial Time Algorithm for Finding a Minimally Generalized Linear Interval Graph Pattern2009

    • Author(s)
      Hitoshi Yamasaki, Takayoshi Shoudai
    • Journal Title

      IEICE TRANSACTIONS on Information and Systems E92-D

      Pages: 120-129

    • NAID

      10026807296

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Learning block-preserving graph patterns and its application to data mining2009

    • Author(s)
      Hitoshi Yamasaki, et al.
    • Journal Title

      Machine Learning 76

      Pages: 137-173

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning of Finite Unions of Tree Patterns with Repeated Internal Structured Variables from Queries2009

    • Author(s)
      Satoshi Matsumoto, et al.
    • Journal Title

      IPSJ Transactions on Mathematical Modeling and its Applications 2

      Pages: 127-137

    • NAID

      130000142338

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Polynomial Time Algorithm for Finding a Minimally GeneralizedLinear Interval Graph Pattern2009

    • Author(s)
      Hitoshi Yamasaki
    • Journal Title

      IEICE TRANSACTIONS on Information and Systems E92-D

      Pages: 120-129

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Polynomial Time Inductive Inference of TTSP Graph Languages from Positive Data2009

    • Author(s)
      Ryoji Takami
    • Journal Title

      IEICE TEANSACTIONS on Information and Systems E92-D

      Pages: 181-190

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Mining of Frequent Externally Extensible Outerplanar Graph Patterns2008

    • Author(s)
      Hitoshi Yamasaki, Takayoshi Shoudai
    • Journal Title

      Proc.7th International Conference on Machine Learning and Applications (ICMLA'08)

      Pages: 871-876

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A linear time isomorphism algorithm for circular-arc graphs with connected domination number greater than 32008

    • Author(s)
      Satoshi Kawamoto, Hitoshi Yamasaki, Takayoshi Shoudai
    • Journal Title

      Proc.11th JAPAN-KOREA Joint Workshop on Algorithms and Computation (WAAC2008)

      Pages: 123-130

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A linear time isomorphism algorithm for circular-arc graphs with connected domination number greater than 32008

    • Author(s)
      Satoshi Kawamoto
    • Journal Title

      Proc. the 11th JAPAN-KOREA Joint Workshop onAlgorithms and Computation (WAAC 2008)

      Pages: 123-130

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning Block-Preserving Outerplanar Graph Patterns and Its Application to Data Mining2008

    • Author(s)
      Hitoshi Yamasaki
    • Journal Title

      Proc. the 18th Annual International Conference on Inductive Logic Programming (ILP 2008), Lecture Notes in Artificial Intelligence 5194

      Pages: 330-347

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Mining of Frequent Externally Extensible Outerplanar Graph Patterns2008

    • Author(s)
      Hitoshi Yamasaki
    • Journal Title

      Proc. the 7th International Conference on Machine Learning and Applications (ICMLA'08)

      Pages: 871-876

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] Efficient Pattern Matching on Graph Patterns of Bounded Treewidth2011

    • Author(s)
      Takashi Yamada
    • Organizer
      LAGOS'11-VI Latin-American Algorithms, Graphs and Optimization Symposium
    • Place of Presentation
      エーデルワイスホテル,バリローチェ,アルゼンチン
    • Year and Date
      2011-03-29
    • Related Report
      2010 Annual Research Report
  • [Presentation] Frequent Sequential Pattern Discovery for Data Screening2011

    • Author(s)
      鶴田悠
    • Organizer
      International MultiConference of Engineers and Computer Scientists 2011(IMECS2011)
    • Place of Presentation
      ロイヤルガーデンホテル,香港
    • Year and Date
      2011-03-18
    • Related Report
      2010 Final Research Report
  • [Presentation] Frequent Sequential Pattern Discovery for Data Screening2011

    • Author(s)
      Hisashi Tsuruta
    • Organizer
      International MultiConference of Engineers and Computer Scientists 2011 (IMECS2011)
    • Place of Presentation
      ロイヤルガーデンホテル,香港
    • Year and Date
      2011-03-18
    • Related Report
      2010 Annual Research Report
  • [Presentation] Cographによるグラフパタン表現とその照合アルゴリズムについて2011

    • Author(s)
      吉村友太
    • Organizer
      情報処理学会九州支部 火の国情報シンポジウム2011
    • Place of Presentation
      福岡大学
    • Year and Date
      2011-03-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] 辺縮約制約を持つ部分k-木への辺縮約問題に対する多項式時間アルゴリズム2011

    • Author(s)
      山田貴志
    • Organizer
      情報処理学会アルゴリズム研究会
    • Place of Presentation
      愛媛大学
    • Year and Date
      2011-01-12
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] ダークネット観測データの時系列パタン発見によるスクリーニングについて2010

    • Author(s)
      鶴田悠
    • Organizer
      電子情報通信学会インターネットアーキテクチャ研究会
    • Place of Presentation
      京都大学学術情報メディアセンター
    • Year and Date
      2010-06-17
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] A Polynomial Time Algorithm for Finding a Minimally Generalized Externally Extensible Outerplanar Graph Pattern2009

    • Author(s)
      山田貴志
    • Organizer
      The 6th Workshop on Learning with Logics and Logics for Learning (LLLL 2009)
    • Place of Presentation
      京大会館,京都府
    • Year and Date
      2009-07-06
    • Related Report
      2010 Final Research Report
  • [Presentation] A Polynomial Time Algorithm for Finding a Minimally Generalized Externally Extensible Outerplanar Graph Pattern2009

    • Author(s)
      Takashi Yamada, et al.
    • Organizer
      The 6th Workshop on Learning with Logics and Logics for Learning(LLLL 2009)
    • Place of Presentation
      京都府, 京大会館
    • Year and Date
      2009-07-06
    • Related Report
      2009 Annual Research Report
  • [Presentation] 平面図パタンの多項式時間学習アルゴリズムに関する研究2009

    • Author(s)
      川本哲
    • Organizer
      情報処理学会九州支部火の国情報シンポジウム
    • Place of Presentation
      九州産業大学情報工学部
    • Year and Date
      2009-03-14
    • Related Report
      2010 Final Research Report
  • [Presentation] 平面図パタンの多項式時間学習アルゴリズムに関する研究2009

    • Author(s)
      川本 哲
    • Organizer
      情報処理学会九州支部火の国情報シンポジウム
    • Place of Presentation
      九州産業大学情報工学部、福岡市
    • Year and Date
      2009-03-14
    • Related Report
      2008 Annual Research Report

URL: 

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

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi