Advanced Data Mining and Applications

8th International Conference, ADMA 2012, Nanjing, China, December 15-18, 2012. Proceedings

  • Shuigeng Zhou
  • Songmao Zhang
  • George Karypis
Conference proceedings ADMA 2012

DOI: 10.1007/978-3-642-35527-1

Part of the Lecture Notes in Computer Science book series (LNCS, volume 7713)

Table of contents (64 papers)

  1. Front Matter
  2. Social Media Mining

    1. Leave or Stay: The Departure Dynamics of Wikipedia Editors
      Dell Zhang, Karl Prior, Mark Levene, Robert Mao, Diederik van Liere
      Pages 1-14
    2. Cross-Modal Information Retrieval – A Case Study on Chinese Wikipedia
      Yonghui Cong, Zengchang Qin, Jing Yu, Tao Wan
      Pages 15-26
    3. Unsupervised Learning Chinese Sentiment Lexicon from Massive Microblog Data
      Shi Feng, Lin Wang, Weili Xu, Daling Wang, Ge Yu
      Pages 27-38
    4. Community Extraction Based on Topic-Driven-Model for Clustering Users Tweets
      Lilia Hannachi, Ounas Asfari, Nadjia Benblidia, Fadila Bentayeb, Nadia Kabachi, Omar Boussaid
      Pages 39-51
  3. Clustering

    1. Inducing Taxonomy from Tags: An Agglomerative Hierarchical Clustering Framework
      Xiang Li, Huaimin Wang, Gang Yin, Tao Wang, Cheng Yang, Yue Yu et al.
      Pages 64-77
    2. Personalized Clustering for Social Image Search Results Based on Integration of Multiple Features
      Yi Zhuang, Dickson K. W. Chiu, Nan Jiang, Guochang Jiang, Zhiang Wu
      Pages 78-90
    3. Query Directed Web Page Clustering Using Suffix Tree and Wikipedia Links
      John Park, Xiaoying Gao, Peter Andreae
      Pages 91-99
    4. Mining Fuzzy Moving Object Clusters
      Phan Nhat Hai, Dino Ienco, Pascal Poncelet, Maguelonne Teisseire
      Pages 100-114
    5. Exemplars-Constraints for Semi-supervised Clustering
      Hongjun Wang, Tao Li, Tianrui Li, Yan Yang
      Pages 115-126
    6. Customer Segmentation for Power Enterprise Based on Enhanced-FCM Algorithm
      Lihe Song, Weixu Zhan, Shuchai Qian, Jian Yin
      Pages 127-137
    7. A MapReduce-Based Parallel Clustering Algorithm for Large Protein-Protein Interaction Networks
      Li Liu, Dangping Fan, Ming Liu, Guandong Xu, Shiping Chen, Yuan Zhou et al.
      Pages 138-148
  4. Machine Learning: Algorithms and Applications

    1. Learning from Multiple Naive Annotators
      Chirine Wolley, Mohamed Quafafou
      Pages 173-185
    2. Query by Committee in a Heterogeneous Environment
      Hao Shao, Bin Tong, Einoshin Suzuki
      Pages 186-198
    3. A New Multi-label Learning Algorithm Using Shelly Neighbors
      Huawen Liu, Shichao Zhang, Jianmin Zhao, Jianbin Wu, Zhonglong Zheng
      Pages 214-222
    4. Kernel Mean Matching with a Large Margin
      Qi Tan, Huifang Deng, Pei Yang
      Pages 223-234

About these proceedings

Introduction

This book constitutes the refereed proceedings of the 8th International Conference on Advanced Data Mining and Applications, ADMA 2012, held in Nanjing, China, in December 2012.
The 32 regular papers and 32 short papers presented in this volume were carefully reviewed and selected from 168 submissions. They are organized in topical sections named: social media mining; clustering; machine learning: algorithms and applications; classification; prediction, regression and recognition; optimization and approximation; mining time series and streaming data; Web mining and semantic analysis; data mining applications; search and retrieval; information recommendation and hiding; outlier detection; topic modeling; and data cube computing.

Keywords

bio-inspired optimization data warehouse genetic algorithms semantic processing topic modeling

Editors and affiliations

  • Shuigeng Zhou
    • 1
  • Songmao Zhang
    • 2
  • George Karypis
    • 3
  1. 1.School of Computer ScienceFudan UniversityShanghaiChina
  2. 2.Chinese Academy of Sciences, Academy of Mathematics and Systems ScienceBeijingChina
  3. 3.Department of Computer Science and EngineeringUniversity of MinnesotaMinneapolisUSA

Bibliographic information

  • Copyright Information Springer-Verlag Berlin Heidelberg 2012
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-642-35526-4
  • Online ISBN 978-3-642-35527-1
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349