Advanced Data Mining and Applications

1. Front Matter

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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. Constrained Spectral Clustering Using Absorbing Markov Chains

      • Jianyuan Li, Jihong Guan

      Pages 52-63

   2. 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

   3. 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

   4. Query Directed Web Page Clustering Using Suffix Tree and Wikipedia Links

      • John Park, Xiaoying Gao, Peter Andreae

      Pages 91-99

   5. Mining Fuzzy Moving Object Clusters

      • Phan Nhat Hai, Dino Ienco, Pascal Poncelet, Maguelonne Teisseire

      Pages 100-114

   6. Exemplars-Constraints for Semi-supervised Clustering

      • Hongjun Wang, Tao Li, Tianrui Li, Yan Yang

      Pages 115-126

   7. Customer Segmentation for Power Enterprise Based on Enhanced-FCM Algorithm

      • Lihe Song, Weixu Zhan, Shuchai Qian, Jian Yin

      Pages 127-137

   8. 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. A New Manifold Learning Algorithm Based on Incremental Spectral Decomposition

      • Chao Tan, Jihong Guan

      Pages 149-160

   2. Sparse Boosting with Correlation Based Penalty

      • Junlong Zhao

      Pages 161-172

   3. Learning from Multiple Naive Annotators

      • Chirine Wolley, Mohamed Quafafou

      Pages 173-185

   4. Query by Committee in a Heterogeneous Environment

      • Hao Shao, Bin Tong, Einoshin Suzuki

      Pages 186-198

   5. Variational Learning of Dirichlet Process Mixtures of Generalized Dirichlet Distributions and Its Applications

      • Wentao Fan, Nizar Bouguila

      Pages 199-213

   6. A New Multi-label Learning Algorithm Using Shelly Neighbors

      • Huawen Liu, Shichao Zhang, Jianmin Zhao, Jianbin Wu, Zhonglong Zheng

      Pages 214-222

   7. Kernel Mean Matching with a Large Margin

      • Qi Tan, Huifang Deng, Pei Yang

      Pages 223-234

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.

• bio-inspired optimization
• data warehouse
• genetic algorithms
• semantic processing
• topic modeling
• algorithm analysis and problem complexity

• School of Computer Science, Fudan University, Shanghai, China

  Shuigeng Zhou

• Chinese Academy of Sciences, Academy of Mathematics and Systems Science, Beijing, China

  Songmao Zhang

• Department of Computer Science and Engineering, University of Minnesota, Minneapolis, USA

  George Karypis

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