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

Multi-task Data Mining Based on Dynamic Representation Bias

Research Project

Project/Area Number 21300053
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKyushu University

Principal Investigator

SUZUKI Einoshin  九州大学, システム情報科学研究院, 教授 (10251638)

Co-Investigator(Renkei-kenkyūsha) TONG Bin  九州大学, システム生命科学府, 博士課程学生
SHAO Hao  九州大学, システム生命科学府, 博士課程学生
NGUYEN Huy Thach  九州大学, システム生命科学府, 博士課程学生
SUGAYA Shinsuke  九州大学, システム情報科学府, 博士課程学生
Project Period (FY) 2009 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥15,990,000 (Direct Cost: ¥12,300,000、Indirect Cost: ¥3,690,000)
Fiscal Year 2012: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2011: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2010: ¥5,590,000 (Direct Cost: ¥4,300,000、Indirect Cost: ¥1,290,000)
Fiscal Year 2009: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Keywords動的表現バイアス / マルチタスクデータマイニング / 分類学習 / クラスタリング / 動的バイアス変換 / 圧縮可能性 / パターン抽出 / 部分分類学習 / 次元縮退 / ルール発見
Research Abstract

To effectively cope with multiple pattern discovery tasks related each other, we have developed novel data mining methods each of which automatically modifies representations of data and patterns, implemented them as computer systems, and demonstrated their effectiveness with synthetic and real data. Remarkable achievements are multi-task classification method which employs an extended MDL principle to allow a common dictionary, a multi-task clustering method which employs an extension of information distance based on Kolmogorov complexity, and a dimension reduction method for multi-task data mining.

Report

(5 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (91 results)

All 2013 2012 2011 2010 2009 Other

All Journal Article (44 results) (of which Peer Reviewed: 18 results) Presentation (37 results) Remarks (10 results)

  • [Journal Article] Transfer Dimensionality Reduction by Gaussian Process in Parallel2013

    • Author(s)
      Bin Tong, Junbin Gao, Thach Nguyen Huy, Hao Shao, Einoshin Suzuki
    • Journal Title

      Knowledge and Information Systems, An International Journal, Springer

      Volume: (accepted for publication) Issue: 3 Pages: 567-597

    • DOI

      10.1007/s10115-012-0601-y

    • Year and Date
      2013-01-08
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Journal Article] A Feature-Free and Parameter-Light Multi-Task Clustering Framework2013

    • Author(s)
      Thach Nguyen Huy, Hao Shao, Bin Tong, Einoshin Suzuki
    • Journal Title

      Knowledge and Information Systems, An International Journal, Springer

      Volume: (accepted for publication) Issue: 2 Pages: 365-389

    • DOI

      10.1007/s10115-012-0505-x

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Journal Article] Time-sensitive Classification of Behavioral Data2013

    • Author(s)
      Shin Ando, Einoshin Suzuki
    • Journal Title

      Proc. Thirteenth SIAM International Conference on Data Mining

      Pages: 458-466

    • Related Report
      2012 Final Research Report
  • [Journal Article] RoClust: Role Discovery for Graph Clustering2013

    • Author(s)
      Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Web Intelligence and Agent Systems, An International Journal

      Volume: Vol. 11, No. 1 Issue: 1 Pages: 1-20

    • DOI

      10.3233/wia-130259

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Journal Article] Detecting Academic Plagiarism with Graphs2013

    • Author(s)
      Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Extraction et Gestion des Connaissances (EGC'2013)

      Pages: 293-304

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Journal Article] Query by Committee in a Heterogeneous Environment2013

    • Author(s)
      Hao Shao, Bin Tong, Einoshin Suzuki
    • Journal Title

      Advanced Data Mining and Applications (ADMA 2012)

      Pages: 186-198

    • Related Report
      2012 Final Research Report
  • [Journal Article] A Feature-Free and Parameter-Light Multi-Task Clustering Framework2013

    • Author(s)
      Thach Nguyen Huy, Hao Shao, Bin Tong, Einoshin Suzuki
    • Journal Title

      Knowledge and Information Systems, An International Journal

      Volume: accepted for publication Issue: 1 Pages: 251-276

    • DOI

      10.1007/s10115-012-0550-5

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Time-sensitive Classification of Behavioral Data2013

    • Author(s)
      Shin Ando, Einoshin Suzuki
    • Journal Title

      Proc. Thireenth SIAM International Conference on Data Mining (SDM 2013)

      Volume: N/A

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Transfer Learning by Centroid Pivoted Mapping in Noisy Environment2012

    • Author(s)
      Thach Nguyen Huy, Bin Tong, Hao Shao, Einoshin Suzuki
    • Journal Title

      Journal of Intelligent Information Systems, Springer

      Volume: (accepted for publication) Issue: 1 Pages: 39-60

    • DOI

      10.1007/s10844-012-0226-3

    • Year and Date
      2012-11-09
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Journal Article] Linear Semi-Supervised Projection Clustering by Transferred Centroid Regularization2012

    • Author(s)
      Bin Tong, Hao Shao, Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Journal of Intelligent Information Systems

      Volume: Vol. 39, No. 2 Issue: 2 Pages: 461-490

    • DOI

      10.1007/s10844-012-0198-3

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Journal Article] Linear Semi-Supervised Dimensionality Reduction with Pairwise Constraint for Multiple Subclasses2012

    • Author(s)
      Bin Tong, Weifeng Jia, Yanli Ji, Einoshin Suzuki
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E95-D Issue: 3 Pages: 812-820

    • DOI

      10.1587/transinf.E95.D.812

    • NAID

      10030611671

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2012 Final Research Report
  • [Journal Article] Query by Committee in a Heterogeneous Environment2012

    • Author(s)
      Hao Shao, Bin Tong, Einoshin Suzuki
    • Journal Title

      Proc. Eighth International Conference on Advanced Data Mining and Applications (ADMA 2012), LNAI , Springer

      Volume: 7713 Pages: 186-198

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Linear Semi-supervised Dimensionality Reduction with Pairwise Constraint for Multiple Subclasses2012

    • Author(s)
      Bin Tong, Weifeng Jia, Yanli Ji, Einoshin Suzuki
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E95-D Pages: 812-820

    • NAID

      10030611671

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Role-Behavior Analysis from Trajectory Data by Cross-Domain Learning2011

    • Author(s)
      Shin Ando, Einoshin Suzuki
    • Journal Title

      Proc. Eleventh IEEE International Conference on Data Mining (ICDM 2011)

      Pages: 21-30

    • Related Report
      2012 Final Research Report
  • [Journal Article] A Parameter-Free Method for Discovering Generalized Clusters in a Network2011

    • Author(s)
      Hiroshi Hirai, Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Discovery Science (DS 2011)

      Volume: LNAI 6926, Springer Pages: 135-149

    • Related Report
      2012 Final Research Report
  • [Journal Article] Compact Coding for Hyperplane Classifiers in Heterogeneous Environment2011

    • Author(s)
      Hao Shao, Bin Tong, Einoshin Suzuki
    • Journal Title

      Machine Learning and Knowledge Discovery in Databases (ECML/PKDD 2011)

      Volume: Part III, LNCS 6913, Springer Pages: 207-222

    • Related Report
      2012 Final Research Report
  • [Journal Article] A Compression-Based Dissimilarity Measure for Multi-Task Clustering2011

    • Author(s)
      Thach Nguyen Huy, Shao Hao, Bin Tong, Einoshin Suzuki
    • Journal Title

      Foundations of Intelligent Systems

      Volume: LNAI 6804 (ISMIS 2011) Pages: 123-132

    • Related Report
      2012 Final Research Report
  • [Journal Article] ACE: Anomaly Clustering Ensemble for Multi-Perspective Anomaly Detection2011

    • Author(s)
      Shin Ando, Theerasak Thanomphongphan, Daisuke Hoshino, Yoichi Seki, Einoshin Suzuki
    • Journal Title

      Proc. Eleventh SIAM International Conference on Data Mining (SDM 2011)

      Pages: 1-12

    • Related Report
      2012 Final Research Report
  • [Journal Article] Feature-Based Inductive Transfer Learning through Minimum Encoding2011

    • Author(s)
      Hao Shao, Einoshin Suzuki
    • Journal Title

      ibid

      Pages: 259-270

    • Related Report
      2012 Final Research Report
  • [Journal Article] Gaussian Process for Dimensionality Reduction in Transfer Learning2011

    • Author(s)
      Bin Tong, Junbin Gao, Thach Nguyen Huy, Einoshin Suzuki
    • Journal Title

      ibid

      Pages: 783-794

    • Related Report
      2012 Final Research Report
  • [Journal Article] Role Discovery for Graph Clustering2011

    • Author(s)
      Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Web Technologies and Applications (APWeb 2011)

      Pages: 17-28

    • Related Report
      2012 Final Research Report
  • [Journal Article] Role Discovery for Graph Clustering2011

    • Author(s)
      Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Web Technologies and Applications, LNCS (APWeb 2011), Springer-Verlag

      Volume: 6612 Pages: 17-28

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ACE : Anomaly Clustering Ensemble for Multi-perspective Anomaly Detection2011

    • Author(s)
      Shin Ando, Theerasak Thanomphongphan, Daisuke Hoshino, Yoichi Seki, Einoshin Suzuki
    • Journal Title

      Proc.Eleventh SIAM International Conference on Data Mining (SDM 2011)

      Pages: 1-12

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feature-based Inductive Transfer Learning through Minimum Encoding2011

    • Author(s)
      Shao Hao, Einoshin Suzuki
    • Journal Title

      Proc.Eleventh SIAM International Conference on Data Mining (SDM 2011)

      Pages: 259-270

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Gaussian Process for Dimensionality Reduction in Transfer Learning2011

    • Author(s)
      Bin Tong, Junbin Gao, Nguyen Huy Thach, Einoshin Suzuki
    • Journal Title

      Proc.Eleventh SIAM International Conference on Data Mining (SDM 2011)

      Pages: 783-794

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Compression-based Dissimilarity Measure for Multi-task Clustering2011

    • Author(s)
      Nguyen Huy Thach, Shao Hao, Bin Tong, Einoshin Suzuki
    • Journal Title

      Foundations of Intelligent Systems, LNAI (ISMIS 2011), Springer-Verlag

      Volume: 6804 Pages: 123-132

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Compact Coding for Hyperplane Classifiers in Heterogeneous Environment2011

    • Author(s)
      Shao Hao, Bin Tong, Einoshin Suzuki
    • Journal Title

      Machine Learning and Knowledge Discovery in Databases (ECML/PKDD 2011), Part III, LNCS, Springer-Verlag

      Volume: 6913 Pages: 207-222

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Parameter-free Method for Discovering Generalized Clusters in a Network2011

    • Author(s)
      Hiroshi Hirai, Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Discovery Science (DS 2011), LNAI, Springer-Verlag

      Volume: 6926 Pages: 135-149

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Role-behavior Analysis from Trajectory Data by Cross-domain Learning2011

    • Author(s)
      Shin Ando, Einoshin Suzuki
    • Journal Title

      Proc.Eleventh IEEE International Conference on Data Mining (ICDM 2011)

      Pages: 21-30

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Novel Statistical Rule Discovery for Understanding Behaviours of Swarm Robots2010

    • Author(s)
      Einoshin Suzuki
    • Journal Title

      Proc. Fifth International Meeting on Statistical Implicative Analysis (A.S.I. 5)

      Pages: 452-454

    • URL

      http://sites.univ-lyon2.fr/asi5/resum/ResASI5_EN001Poster.pdf

    • Related Report
      2012 Final Research Report
  • [Journal Article] Topology Preserving SOM with Transductive Confidence Machine2010

    • Author(s)
      Bin Tong, ZhiGuang Qin, Einoshin Suzuki
    • Journal Title

      Discovery Science (DS 2010)

      Volume: LNAI 6332, Springer Pages: 27-41

    • Related Report
      2012 Final Research Report
  • [Journal Article] Semi-Supervised Projection Clustering with Transferred Centroid Regularization2010

    • Author(s)
      Bin Tong, Hao Shao, Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Machine Learning and Knowledge Discovery in Databases (ECML/PKDD 2010)

      Volume: Part III, LNCS 6323, Springer Pages: 306-321

    • Related Report
      2012 Final Research Report
  • [Journal Article] Subclass-Oriented Dimension Reduction with Constraint Transformation and Manifold Regularization2010

    • Author(s)
      Bin Tong, Einoshin Suzuki
    • Journal Title

      Advances in Knowledge Discovery and Data Mining (PAKDD 2010)

      Volume: Part II, LNAI 6119, Springer Pages: 1-13

    • Related Report
      2012 Final Research Report
  • [Journal Article] Subclass-oriented Dimension Reduction with Constraint Transformation and Manifold Regularization2010

    • Author(s)
      Bin Tong, Einoshin Suzuki
    • Journal Title

      Advances in Knowledge Discovery and Data Mining (PAKDD), Part II, LNAI, Springer-Verlag

      Volume: 6119 Pages: 1-13

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Semi-Supervised Projection Clustering with Transferred Centroid Regularization2010

    • Author(s)
      Bin Tong, Shao Hao, Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), Part III, LNCS, Springer-Verlag

      Volume: 6323 Pages: 306-321

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Topology Preserving SOM with Transductive Confidence Machine2010

    • Author(s)
      Bin Tong, ZhiGuang Qin, Einoshin Suzuki
    • Journal Title

      Discovery Science (DS), LNAI, Springer-Verlag

      Volume: 6332 Pages: 27-41

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Novel Statistical Rule Discovery for Understanding Behaviours of Swarm Robots2010

    • Author(s)
      Einoshin Suzuki
    • Journal Title

      Proc.Fifth International Meeting on Statistical Implicative Analisys (A.S.I.5)

      Pages: 452-454

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Finding the k-Most Abnormal bgraphs from a Single Graph, Discovery Science2009

    • Author(s)
      JianBin Wang, Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Lecture Notes in Artificial Intelligence

      Volume: 5808 (DS), Springer Pages: 441-448

    • Related Report
      2012 Final Research Report
  • [Journal Article] Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data using Background Texts2009

    • Author(s)
      Daisuke Ikeda, Einoshin Suzuki
    • Journal Title

      Machine Learning and Knowledge Discovery in Databases (ECML/PKDD)

      Volume: Vol. 1, LNAI 5781, Springer Pages: 596-611

    • Related Report
      2012 Final Research Report
  • [Journal Article] Compression-Based Measures for Mining Interesting Rules2009

    • Author(s)
      Einoshin Suzuki
    • Journal Title

      Next-Generatation Applied Intelligence (IEA/AIE)

      Volume: LNAI 5579 Pages: 741-746

    • Related Report
      2012 Final Research Report
  • [Journal Article] Interestingness Measures - Limits, Desiderata, and Recent Results -2009

    • Author(s)
      Einoshin Suzuki
    • Journal Title

      Quality Issues, Measures of Interestingness and Evaluation of Data Mining Models Workshop (QIMIE'09)

      Pages: 1-3

    • URL

      http://conferences.telecom-bretagne.eu/data/qimie09/suzuki_QIMIE_2009.pdf

    • Related Report
      2012 Final Research Report
  • [Journal Article] Compression-based Measures for Mining Interesting Rules2009

    • Author(s)
      Einoshin Suzuki
    • Journal Title

      Next-Generatation Applied Intelligence(IEA/AlE), LNAI, Springer-Verlag 5579

      Pages: 741-746

    • Related Report
      2009 Annual Research Report
  • [Journal Article] Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data using Background Texts2009

    • Author(s)
      Daisuke Ikeda, Einoshin Suzuki
    • Journal Title

      Machine Learning and Knowledge Discovery in Databases(ECML/PKDD), LNAI, Springer-Verlag 5781

      Pages: 596-611

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Finding the k-Most Abnormal Subgraphs from a Single Graph2009

    • Author(s)
      JianBin Wang, Bin-Hui Chou, Einoshin Suzuki
    • Journal Title

      Discovery Science(DS), LNAI, Springer-Verlag 5808

      Pages: 441-448

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] Time-sensitive Classification of Behavioral Data2013

    • Author(s)
      Shin Ando
    • Organizer
      Thireenth SIAM International Conference on Data Mining (SDM 2013)
    • Place of Presentation
      Austin, Texas, USA
    • Year and Date
      2013-05-02
    • Related Report
      2012 Final Research Report
  • [Presentation] Detecting Academic Plagiarism with Graphs2013

    • Author(s)
      Bin-Hui Chou
    • Organizer
      13e Conference Francophone sur l'Extraction et la Gestion des Connaissances (EGC'2013)
    • Place of Presentation
      Toulouse, France
    • Year and Date
      2013-01-31
    • Related Report
      2012 Final Research Report
  • [Presentation] Detecting Academic Plagiarism with Graphs2013

    • Author(s)
      Bin-Hui Chou
    • Organizer
      13eme Conference Francophone sur l'Extraction et la Gestion des Connaissances
    • Place of Presentation
      Toulouse, France
    • Related Report
      2012 Annual Research Report
  • [Presentation] Time-sensitive Classification of Behavioral Data2013

    • Author(s)
      Shin Ando
    • Organizer
      Thireenth SIAM International Conference on Data Mining (SDM 2013)
    • Place of Presentation
      Austin, USA
    • Related Report
      2012 Annual Research Report
  • [Presentation] Query by Committee in a Heterogeneous Environment2012

    • Author(s)
      Hao Shao
    • Organizer
      Eighth International Conference on Advanced Data Mining and Applications (ADMA 2012)
    • Place of Presentation
      Nanjing, China
    • Year and Date
      2012-12-16
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Presentation] Role-Behavior Analysis from Trajectory Data by Cross-Domain Learning2011

    • Author(s)
      Shin Ando
    • Organizer
      Eleventh IEEE International Conference on Data Mining (ICDM 2011)
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2011-12-12
    • Related Report
      2012 Final Research Report
  • [Presentation] Role-behavior Analysis from Trajectory Data by Cross-domain Learning2011

    • Author(s)
      Shin Ando
    • Organizer
      The 11th IEEE International Conference on Data Mining (ICDM 2011)
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2011-12-12
    • Related Report
      2011 Annual Research Report
  • [Presentation] A Parameter-Free Method for Discovering Generalized Clusters in a Network2011

    • Author(s)
      Einoshin Suzuki
    • Organizer
      ourteenth International Conference on Discovery Science (DS 2011
    • Place of Presentation
      Espoo - Helsinki, Finland
    • Year and Date
      2011-10-05
    • Related Report
      2012 Final Research Report
  • [Presentation] A Parameter-free Method for Discovering Generalized Clusters in a Network2011

    • Author(s)
      Einoshin Suzuki
    • Organizer
      The Fourteenth International Conference on Discovery Science (DS 2011)
    • Place of Presentation
      Espoo/Helsinki, Finland
    • Year and Date
      2011-10-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] Compact Coding for Hyperplane Classifiers in Heterogeneous Environment2011

    • Author(s)
      Hao Shao
    • Organizer
      European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2011)
    • Place of Presentation
      Athens, Greece
    • Year and Date
      2011-09-06
    • Related Report
      2012 Final Research Report
  • [Presentation] Compact Coding for Hyperplane Classifiers in Heterogeneous Environment2011

    • Author(s)
      Shao Hao
    • Organizer
      The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2011)
    • Place of Presentation
      Athens, Greece
    • Year and Date
      2011-09-06
    • Related Report
      2011 Annual Research Report
  • [Presentation] A Compression-Based Dissimilarity Measure for Multi-Task Clustering2011

    • Author(s)
      Thach Nguyen Huy
    • Organizer
      19th International Symposium on Methodologies for Intelligent Systems (ISMIS 2011)
    • Place of Presentation
      Warsaw, Poland
    • Year and Date
      2011-06-28
    • Related Report
      2012 Final Research Report
  • [Presentation] A Compression-based Dissimilarity Measure for Multi-task Clustering2011

    • Author(s)
      Nguyen Huy Thach
    • Organizer
      19th International Symposium on Methodologies for Intelligent Systems (ISMIS 2011)
    • Place of Presentation
      Warsaw, Poland
    • Year and Date
      2011-06-28
    • Related Report
      2011 Annual Research Report
  • [Presentation] ACE: Anomaly Clustering Ensemble for Multi-Perspective Anomaly Detection2011

    • Author(s)
      Theerasak Thanomphongphan
    • Organizer
      Eleventh SIAM International Conference on Data Mining (SDM 2011)
    • Place of Presentation
      Phoenix/Mesa, Arizona, USA
    • Year and Date
      2011-04-28
    • Related Report
      2012 Final Research Report
  • [Presentation] Feature-Based Inductive Transfer Learning through Minimum Encoding2011

    • Author(s)
      Hao Shao
    • Organizer
      ibid
    • Year and Date
      2011-04-28
    • Related Report
      2012 Final Research Report
  • [Presentation] Gaussian Process for Dimensionality Reduction in Transfer Learning2011

    • Author(s)
      Hao Shao
    • Organizer
      ibid
    • Year and Date
      2011-04-28
    • Related Report
      2012 Final Research Report
  • [Presentation] ACE : Anomaly Clustering Ensemble for Multi-perspective Anomaly Detection2011

    • Author(s)
      Theerasak Thanomphongphan
    • Organizer
      Eleventh SIAM International Conference on Data Mining (SDM 2011)
    • Place of Presentation
      Phoenix/Mesa, Arizona, USA
    • Year and Date
      2011-04-28
    • Related Report
      2011 Annual Research Report
  • [Presentation] Feature-based Inductive Transfer Learning through Minimum Encoding2011

    • Author(s)
      Shao Hao
    • Organizer
      Eleventh SIAM International Conference on Data Mining (SDM 2011)
    • Place of Presentation
      Phoenix/Mesa, Arizona, USA
    • Year and Date
      2011-04-28
    • Related Report
      2011 Annual Research Report
  • [Presentation] Gaussian Process for Dimensionality Reduction in Transfer Learning2011

    • Author(s)
      Shao Hao
    • Organizer
      Eleventh SIAM International Conference on Data Mining (SDM 2011)
    • Place of Presentation
      Phoenix/Mesa, Arizona, USA
    • Year and Date
      2011-04-28
    • Related Report
      2011 Annual Research Report
  • [Presentation] Role Discovery for Graph Clustering2011

    • Author(s)
      Bin-Hui Chou
    • Organizer
      Thirteenth Asia-Pacific Web Conference (APWEB 2011)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2011-04-18
    • Related Report
      2012 Final Research Report 2011 Annual Research Report
  • [Presentation] Novel Statistical Rule Discovery for Understanding Behaviours of Swarm Robots2010

    • Author(s)
      Einoshin Suzuki
    • Organizer
      Fifth International Meeting on Statistical Implicative Analysis (A.S.I. 5)
    • Place of Presentation
      Palermo, Italy
    • Year and Date
      2010-11-06
    • Related Report
      2012 Final Research Report
  • [Presentation] Novel Statistical Rule Discovery for Understanding Behaviours of Swarm Robots2010

    • Author(s)
      Einoshin Suzuki
    • Organizer
      The Fifth International Meeting on Statistical Implicative Analisys (A.S.I.5)
    • Place of Presentation
      Palermo, Italy
    • Year and Date
      2010-11-06
    • Related Report
      2010 Annual Research Report
  • [Presentation] Topology Preserving SOM with Transductive Confidence Machine2010

    • Author(s)
      Bin Tong
    • Organizer
      Thirteenth International Conference on Discovery Science (DS 2010)
    • Place of Presentation
      Canberra, Australia
    • Year and Date
      2010-10-08
    • Related Report
      2012 Final Research Report
  • [Presentation] Topology Preserving SOM with Transductive Confidence Machine2010

    • Author(s)
      Bin Tong
    • Organizer
      The Thirteenth International Conference on Discovery Science (DS10)
    • Place of Presentation
      Canberra, Australia
    • Year and Date
      2010-10-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] Semi-Supervised Projection Clustering with Transferred Centroid Regularization2010

    • Author(s)
      Bin Tong
    • Organizer
      European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2010)
    • Place of Presentation
      Barcelona, Spain
    • Year and Date
      2010-09-23
    • Related Report
      2012 Final Research Report
  • [Presentation] Semi-Supervised Projection Clustering with Transferred Centroid Regularizatio2010

    • Author(s)
      Bin Tong
    • Organizer
      The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2010)
    • Place of Presentation
      Barcelona, Spain
    • Year and Date
      2010-09-23
    • Related Report
      2010 Annual Research Report
  • [Presentation] Subclass-Oriented Dimension Reduction with Constraint Transformation and Manifold Regularization2010

    • Author(s)
      Bin Tong
    • Organizer
      14th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2010)
    • Place of Presentation
      Hyderabad, India
    • Year and Date
      2010-06-23
    • Related Report
      2012 Final Research Report
  • [Presentation] Subclass-oriented Dimension Reduction with Constraint Transformation and Manifold Regularization2010

    • Author(s)
      Bin Tong
    • Organizer
      The 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining
    • Place of Presentation
      Hyderabad, India
    • Year and Date
      2010-06-23
    • Related Report
      2010 Annual Research Report
  • [Presentation] A Symbolic Representation for Trajectory Data2010

    • Author(s)
      Thach Nguyen Huy
    • Organizer
      第24回人工知能学会全国大会
    • Place of Presentation
      長崎
    • Year and Date
      2010-06-09
    • Related Report
      2012 Final Research Report 2010 Annual Research Report
  • [Presentation] Finding the k-Most Abnormal Subgraphs from a Single Graph2009

    • Author(s)
      Einoshin Suzuki
    • Organizer
      Twelfth International Conference on Discovery Science (DS 2009)
    • Place of Presentation
      Porto, Portugal
    • Year and Date
      2009-10-04
    • Related Report
      2012 Final Research Report
  • [Presentation] Finding the k-Most Abnormal Subgraphs from a Single Graph2009

    • Author(s)
      Einoshin Suzuki
    • Organizer
      The Twelfth International Conference on Discovery Science(DS'09)
    • Place of Presentation
      Porto, Portugal
    • Year and Date
      2009-10-04
    • Related Report
      2009 Annual Research Report
  • [Presentation] Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data using Background Texts2009

    • Author(s)
      Daisuke Ikeda
    • Organizer
      European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2009)
    • Place of Presentation
      Bled, Slovenia
    • Year and Date
      2009-09-09
    • Related Report
      2012 Final Research Report
  • [Presentation] Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data using Background Texts2009

    • Author(s)
      Daisuke Ikeda
    • Organizer
      The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases(ECML/PKDD 2009)
    • Place of Presentation
      Bled, Slovenia
    • Year and Date
      2009-09-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] Compression-Based Measures for Mining Interesting Rules2009

    • Author(s)
      Einoshin Suzuki
    • Organizer
      Twenty Second International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA-AIE 2009)
    • Place of Presentation
      Tainan, Taiwan
    • Year and Date
      2009-06-25
    • Related Report
      2012 Final Research Report
  • [Presentation] Compression-based Measures for Mining Interesting Rules(invited talk at a special session)2009

    • Author(s)
      Einoshin Suzuki
    • Organizer
      The Twenty Second International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems(IEA-AIE 2009)
    • Place of Presentation
      Tainan, Taiwan
    • Year and Date
      2009-06-25
    • Related Report
      2009 Annual Research Report
  • [Presentation] Interestingness Measures - Limits, Desiderata, and Recent Results -2009

    • Author(s)
      Einoshin Suzuki
    • Organizer
      Quality Issues, Measures of Interestingness and Evaluation of Data Mining Models Workshop (QIMIE'09), in conjunction with The 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD)
    • Place of Presentation
      Bangkok, Thailand
    • Year and Date
      2009-04-27
    • Related Report
      2012 Final Research Report
  • [Presentation] Interestingness Measures-Limits, Desiderata, and Recent Results(keynote talk)2009

    • Author(s)
      Einoshin Suzuki
    • Organizer
      Quality Issues, Measures of Interestingness and Evaluation of Data Mining Models Workshop(QIMIE'09), in conjunction with PAKDD 2009
    • Place of Presentation
      Bangkok, Thailand
    • Year and Date
      2009-04-27
    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken0912-j.html

    • Related Report
      2012 Final Research Report
  • [Remarks]

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken0912.html

    • Related Report
      2012 Final Research Report
  • [Remarks] Multi-task Data Mining Based on DRB

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken0912.html

    • Related Report
      2012 Annual Research Report
  • [Remarks] 動的表現バイアスに基づくマルチタスクデータマイニング

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken0912-j.html

    • Related Report
      2012 Annual Research Report
  • [Remarks]

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken0912-j.html

    • Related Report
      2011 Annual Research Report
  • [Remarks]

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken0912.html

    • Related Report
      2011 Annual Research Report
  • [Remarks]

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken0912-j.html

    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken0912.html

    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken0912-j.html

    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken0912.html

    • Related Report
      2009 Annual Research Report

URL: 

Published: 2009-04-01   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi