Advances in Knowledge Discovery and Data Mining

16th Pacific-Asia Conference, PAKDD 2012, Kuala Lumpur, Malaysia, May 29-June 1, 2012, Proceedings, Part I

  • Pang-Ning Tan
  • Sanjay Chawla
  • Chin Kuan Ho
  • James Bailey
Conference proceedings PAKDD 2012

Part of the Lecture Notes in Computer Science book series (LNCS, volume 7301)

Also part of the Lecture Notes in Artificial Intelligence book sub series (LNAI, volume 7301)

Table of contents

  1. Front Matter
  2. Supervised Learning: Active, Ensemble, Rare-Class and Online

    1. Ryan Rossi, Jennifer Neville
      Pages 1-13
    2. Xiao Li, Da Kuang, Charles X. Ling
      Pages 14-25
    3. Ratnadip Adhikari, R. K. Agrawal
      Pages 38-49
    4. Houssam Salem, Pramuditha Suraweera, Geoffrey I. Webb, Janice R. Boughton
      Pages 50-61
    5. Tam T. Nguyen, Kuiyu Chang, Siu Cheung Hui
      Pages 74-85
    6. Djamel Abdelkader Zighed, Diala Ezzeddine, Fabien Rico
      Pages 98-108
    7. Katsiaryna Mirylenka, George Giannakopoulos, Themis Palpanas
      Pages 109-121
    8. T. Ryan Hoens, Qi Qian, Nitesh V. Chawla, Zhi-Hua Zhou
      Pages 122-134
    9. Bingguo Li, Xiaojun Chen, Mark Junjie Li, Joshua Zhexue Huang, Shengzhong Feng
      Pages 135-146
    10. Baoxun Xu, Joshua Zhexue Huang, Graham Williams, Mark Junjie Li, Yunming Ye
      Pages 147-158
    11. Bin Fu, Zhihai Wang, Rong Pan, Guandong Xu, Peter Dolog
      Pages 159-170
    12. Zhichun Fu, Jun Zhou, Peter Christen, Mac Boot
      Pages 171-182
    13. Yasuyuki Shirai, Koji Tsuruma, Yuko Sakurai, Satoshi Oyama, Shin-ichi Minato
      Pages 183-194
    14. Yue Liu, Lin Dai, Weitao Zhou, Heyan Huang
      Pages 195-206
    15. Han Xiao, Thomas Stibor, Claudia Eckert
      Pages 207-218
    16. Da Kuang, Charles X. Ling, Jun Du
      Pages 219-230

Other volumes

  1. Advances in Knowledge Discovery and Data Mining
    16th Pacific-Asia Conference, PAKDD 2012, Kuala Lumpur, Malaysia, May 29-June 1, 2012, Proceedings, Part I
  2. 16th Pacific-Asia Conference, PAKDD 2012, Kuala Lumpur, Malaysia, May 29 – June 1, 2012, Proceedings, Part II
  3. PAKDD 2012 International Workshops: DMHM, GeoDoc, 3Clust, and DSDM, Kuala Lumpur, Malaysia, May 29 – June 1, 2012, Revised Selected Papers

About these proceedings

Introduction

The two-volume set LNAI 7301 and 7302 constitutes the refereed proceedings of the 16th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2012, held in Kuala Lumpur, Malaysia, in May 2012. The total of 20 revised full papers and 66 revised short papers were carefully reviewed and selected from 241 submissions. The papers present new ideas, original research results, and practical development experiences from all KDD-related areas. The papers are organized in topical sections on supervised learning: active, ensemble, rare-class and online; unsupervised learning: clustering, probabilistic modeling in the first volume and on pattern mining: networks, graphs, time-series and outlier detection, and data manipulation: pre-processing and dimension reduction in the second volume.

Keywords

active learning constraint-based clustering knowledge discovery recommender system topic model

Editors and affiliations

  • Pang-Ning Tan
    • 1
  • Sanjay Chawla
    • 2
  • Chin Kuan Ho
    • 3
  • James Bailey
    • 4
  1. 1.Department of Computer ScienceMichigan State UniversityEast LansingUSA
  2. 2.School of Information TechnologiesUniversity of SydneySydneyAustralia
  3. 3.Faculty of Computing and Informatics, Jalan MultimediaMultimedia UniversityCyberjayaMalaysia
  4. 4.Department of Computing and Information SystemsThe University of MelbourneMelbourneAustralia

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-30217-6
  • Copyright Information Springer-Verlag Berlin Heidelberg 2012
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-642-30216-9
  • Online ISBN 978-3-642-30217-6
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349
  • About this book