Advances in Knowledge Discovery and Data Mining

1. Front Matter

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2. Pattern Mining

   1. MalSpot: Multi2 Malicious Network Behavior Patterns Analysis

      • Hing-Hao Mao, Chung-Jung Wu, Evangelos E. Papalexakis, Christos Faloutsos, Kuo-Chen Lee, Tien-Cheu Kao

      Pages 1-14

   2. Extracting Diverse Patterns with Unbalanced Concept Hierarchy

      • M. Kumara Swamy, P. Krishna Reddy, Somya Srivastava

      Pages 15-27

   3. Efficiently Depth-First Minimal Pattern Mining

      • Arnaud Soulet, François Rioult

      Pages 28-39

   4. Fast Vertical Mining of Sequential Patterns Using Co-occurrence Information

      • Philippe Fournier-Viger, Antonio Gomariz, Manuel Campos, Rincy Thomas

      Pages 40-52

3. Social Network and Social Media

   1. Balancing the Analysis of Frequent Patterns

      • Arnaud Giacometti, Dominique H. Li, Arnaud Soulet

      Pages 53-64

   2. Balanced Seed Selection for Budgeted Influence Maximization in Social Networks

      • Shuo Han, Fuzhen Zhuang, Qing He, Zhongzhi Shi

      Pages 65-77

   3. Persistent Community Detection in Dynamic Social Networks

      • Siyuan Liu, Shuhui Wang, Ramayya Krishnan

      Pages 78-89

   4. Detecting and Analyzing Influenza Epidemics with Social Media in China

      • Fang Zhang, Jun Luo, Chao Li, Xin Wang, Zhongying Zhao

      Pages 90-101

   5. Analyzing Location Predictability on Location-Based Social Networks

      • Defu Lian, Yin Zhu, Xing Xie, Enhong Chen

      Pages 102-113

   6. ReadBehavior: Reading Probabilities Modeling of Tweets via the Users’ Retweeting Behaviors

      • Jianguang Du, Dandan Song, Lejian Liao, Xin Li, Li Liu, Guoqiang Li et al.

      Pages 114-125

   7. Inferring Strange Behavior from Connectivity Pattern in Social Networks

      • Meng Jiang, Peng Cui, Alex Beutel, Christos Faloutsos, Shiqiang Yang

      Pages 126-138

   8. Inferring Attitude in Online Social Networks Based on Quadratic Correlation

      • Cong Wang, Andrei A. Bulatov

      Pages 139-150

   9. Hash-Based Stream LDA: Topic Modeling in Social Streams

      • Anton Slutsky, Xiaohua Hu, Yuan An

      Pages 151-162

   10. Two Sides of a Coin: Separating Personal Communication and Public Dissemination Accounts in Twitter

       • Peifeng Yin, Nilam Ram, Wang-Chien Lee, Conrad Tucker, Shashank Khandelwal, Marcel Salathé

       Pages 163-175

   11. Latent Features Based Prediction on New Users’ Tastes

       • Ming-Chu Chen, Hung-Yu Kao

       Pages 176-187

4. Classification

   1. Supervised Nonlinear Factorizations Excel In Semi-supervised Regression

      • Josif Grabocka, Erind Bedalli, Lars Schmidt-Thieme

      Pages 188-199

   2. Learning from Crowds under Experts’ Supervision

      • Qingyang Hu, Qinming He, Hao Huang, Kevin Chiew, Zhenguang Liu

      Pages 200-211

   3. A Robust Classifier for Imbalanced Datasets

      • Sori Kang, Kotagiri Ramamohanarao

      Pages 212-223

   4. Signed-Error Conformal Regression

      • Henrik Linusson, Ulf Johansson, Tuve Löfström

      Pages 224-236

The two-volume set LNAI 8443 + LNAI 8444 constitutes the refereed proceedings of the 18th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2014, held in Tainan, Taiwan, in May 2014. The 40 full papers and the 60 short papers presented within these proceedings were carefully reviewed and selected from 371 submissions. They cover the general fields of pattern mining; social network and social media; classification; graph and network mining; applications; privacy preserving; recommendation; feature selection and reduction; machine learning; temporal and spatial data; novel algorithms; clustering; biomedical data mining; stream mining; outlier and anomaly detection; multi-sources mining; and unstructured data and text mining.

• Web and social media search
• clustering and classification
• data streaming
• machine learning
• neural networks
• probabilistic reasoning
• recommender systems
• social networks
• supervised learning
• text classification

• National Cheng Kung University, Tainan, R.O.C.

  Vincent S. Tseng, Hung-Yu Kao

• Japan Advanced Institute of Science and Technology, Nomi, Japan

  Tu Bao Ho

• Nanjing University, China

  Zhi-Hua Zhou

• National Chengchi University, Taipei, R.O.C.

  Arbee L. P. Chen

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