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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
    17. Eileen A. Ni, Charles X. Ling
      Pages 231-242
    18. Chongsheng Zhang, Paolo Soda
      Pages 254-265
    19. Youngja Park, Zijie Qi, Suresh N. Chari, Ian M. Molloy
      Pages 266-281
    20. Lizhong Ding, Shizhong Liao
      Pages 282-293
    21. Noor Alaydie, Chandan K. Reddy, Farshad Fotouhi
      Pages 294-305
    22. Nida Meddouri, Héla Khoufi, Mondher Sadok Maddouri
      Pages 306-317
    23. Fan Xin, Zubin Abraham
      Pages 318-329
    24. Hang Su, Jie Tang, Wanling Hong
      Pages 330-341
    25. Metanat Hooshsadat, Osmar R. Zaïane
      Pages 342-353
  3. Unsupervised Learning: Clustering, Probabilistic Modeling

    1. Ken-ichi Fukui, Masayuki Numao
      Pages 354-365
    2. Djamel Abdelkader Zighed, Rafik Abdesselam, Asmelash Hadgu
      Pages 379-391
    3. Wenjuan Luo, Fuzhen Zhuang, Qing He, Zhongzhi Shi
      Pages 392-404
    4. Xianmang He, HuaHui Chen, Yefang Chen, Yihong Dong, Peng Wang, Zhenhua Huang
      Pages 405-417
    5. Jun Gao, Weiming Hu, Zhongfei(Mark) Zhang, Ou Wu
      Pages 418-430
    6. Kuifei Yu, Baoxian Zhang, Hengshu Zhu, Huanhuan Cao, Jilei Tian
      Pages 431-443
    7. Hardy Kremer, Stephan Günnemann, Arne Held, Thomas Seidl
      Pages 444-455
    8. Djallel Bouneffouf, Amel Bouzeghoub, Alda Lopes Gançarski
      Pages 468-479
    9. Xiaohui Tao, Yuefeng Li, Raymond Y. K. Lau, Hua Wang
      Pages 480-492
    10. Dong-mei Yang, Hui Zheng, Ji-kun Yan, Ye Jin
      Pages 493-504
    11. Yang Xiang, David Fuhry, Ruoming Jin, Ye Zhao, Kun Huang
      Pages 505-516
    12. Pu Wang, Carlotta Domeniconi, Huzefa Rangwala, Kathryn B. Laskey
      Pages 517-529
    13. Warissara Meesrikamolkul, Vit Niennattrakul, Chotirat Ann Ratanamahatana
      Pages 530-541
    14. Bin Yang, Issei Sato, Hiroshi Nakagawa
      Pages 542-553
    15. Vassilis Plachouras, Matthieu Rivière, Michalis Vazirgiannis
      Pages 554-565
    16. Maria Halkidi, Myra Spiliopoulou, Aikaterini Pavlou
      Pages 578-590
    17. Anastasios Zouzias, Michail Vlachos, Nikolaos M. Freris
      Pages 591-603

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
  • Buy this book on publisher's site
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