Supervised Learning: Active, Ensemble, Rare-Class and Online |
Time-Evolving Relational Classification and Ensemble Methods / Ryan Rossi ; Jennifer Neville |
Active Learning for Hierarchical Text Classification / Xiao Li ; Da Kuang ; Charles X. Ling |
TeamSkill Evolved: Mixed Classification Schemes for Team-Based Multi-player Games / Colin DeLong ; Jaideep Srivastava |
A Novel Weighted Ensemble Technique for Time Series Forecasting / Ratnadip Adhikari ; R.K. Agrawal |
Techniques for Efficient Learning without Search / Houssam Salem ; Pramuditha Suraweera ; Geoffrey I. Webb ; Janice R. Boughton |
An Aggressive Margin-Based Algorithm for Incremental Learning / JuiHsi Fu ; Sing Ling Lee |
Two-View Online Learning / Tarn T. Nguyen ; Kuiyu Chang ; Siu Cheung Hui |
A Generic Classifier-Ensemble Approach for Biomedical Named Entity Recognition / Zhihua Liao ; Zili Zhang |
Neighborhood Random Classification / Djamel Abdelkader Zighed ; Diala Ezzeddine ; Fabien Rico |
SRF: A Framework for the Study of Classifier Behavior under Training Set Mislabeling Noise / Katsiaryna Mirylenka ; George Giannakopoulos ; Themis Palpanas |
Building Decision Trees for the Multi-class Imbalance Problem / T. Ryan Hoens ; Qi Qian ; Nitesh V. Chawla ; Zhi-Hua Zhou |
Scalable Random Forests for Massive Data / Bingguo Li ; Xiaojun Chen ; Mark Junjie Li ; Joshua Zhexue Huang ; Shengzhong Feng |
Hybrid Random Forests: Advantages of Mixed Trees in Classifying Text Data / Baoxun Xu ; Graham Williams ; Yunming Ye |
Learning Tree Structure of Label Dependency for Multi-label Learning / Bin Fu ; Zhihai Wang ; Rong Pan ; Guandong Xu ; Peter Dolog |
Multiple Instance Learning for Group Record Linkage / Zhichun Fu ; Jun Zhou ; Peter Christen ; Mac Boot |
Incremental Set Recommendation Based on Class Differences / Yasuyuki Shirai ; Koji Tsuruma ; Yuko Sakurai ; Satoshi Oyama ; Shin-ichi Minato |
Active Learning for Cross Language Text Categorization / Yue Liu ; Lin Dai ; Weitao Zhou ; Heyan Huang |
Evasion Attack of Multi-class Linear Classifiers / Han Xiao ; Thomas Stibor ; Claudia Eckert |
Foundation of Mining Class-Imbalanced Data / Jun Du |
Active Learning with c-Certainty / Eileen A. Ni |
A Term Association Translation Model for Naive Bayes Text Classification / Meng-Sung Wu ; Hsin-Min Wang |
A Double-Ensemble Approach for Classifying Skewed Data Streams / Chongsheng Zhang ; Paolo Soda |
Generating Balanced Classifier-Independent Training Samples from Unlabeled Data / Youngja Park ; Zijie Qi ; Suresh N. Chari ; Ian M. Molloy |
Nyström Approximate Model Selection for LSSVM / Lizhong Ding ; Shizhong Liao |
Exploiting Label Dependency for Hierarchical Multi-label Classification / Noor Alaydie ; Ghandan K. Reddy ; Farshad Fotouhi |
Diversity Analysis on Boosting Nominal Concepts / Nida Meddouri ; Héla Khoufi ; Mondher Sadok Maddouri |
Extreme Value Prediction for Zero-Inflated Data / Fan Xin ; Zubin Abraham |
Learning to Diversify Expert Finding with Subtopics / Hang Su ; Jie Tang ; Wanling Hong |
An Associative Classifier for Uncertain Datasets / Metanat Hooshsadat ; Osmar R. Zaïane |
Unsupervised Learning: Clustering, Probabilistic Modeling |
Neighborhood-Based Smoothing of External Cluster Validity Measures / Ken-ichi Fukui ; Masayuki Numao |
Sequential Entity Group Topic Model for Getting Topic Flows of Entity Groups within One Document / Young-Seob Jeong ; Ho-Jin Choi |
Topological Comparisons of Proximity Measures / Rafik Abdesselam ; Asmelash Hadgu |
Quad-tuple PLSA: Incorporating Entity and Its Rating in Aspect Identification / Wenjuan Luo ; Fuzhen Zhuang ; Qing He ; Zhongzhi Shi |
Clustering-Based κ-Anonymity / Xianmang He ; HuaHui Chen ; Yefang Chen ; Yihong Dong ; Peng Wang ; Zhenhua Huang |
Unsupervised Ensemble Learning for Mining Top-n Outliers / Jun Gao ; Weiming Hu ; Zhongfei(Mark) Zhang ; Ou Wu |
Towards Personalized Context-Aware Recommendation by Mining Context Logs through Topic Models / Kuifei Yu ; Baoxian Zhang ; Hengshu Zhu ; Huanhuan Cao ; Jilei Tian |
Mining of Temporal Coherent Subspace Clusters in Multivariate Time Series Databases / Hardy Kremer ; Stephan Günnemann ; Arne Held ; Thomas Seidl |
A Vertex Similarity Probability Model for Finding Network Community Structure / Kan Li ; Yin Pang |
Hybrid-ε-greedy for Mobile Context-Aware Recommender System / Djallel Bouneffouf ; Amel Bouzeghoub ; Alda Lopes Gançarski |
Unsupervised Multi-label Text Classification Using a World Knowledge Ontology / Xiaohui Tao ; Yuefeng Li ; Raymond Y.K. Lau ; Hua Wang |
Semantic Social Network Analysis with Text Corpora / Dong-mei Yang ; Hui Zheng ; Ji-kun Yan ; Ye Jin |
Visualizing Clusters in Parallel Coordinates for Visual Knowledge Discovery / Yang Xiang ; David Fuhry ; Ruoming Jin ; Ye Zhao ; Kun Huang |
Feature Enriched Nonparametric Bayesian Co-clustering / Pu Wang ; Carlotta Domeniconi ; Huzefa Rangwala ; Kathryn B. Laskey |
Shape-Based Clustering for Time Series Data / Warissara Meesrikamolkul ; Vit Niennattrakul ; Chotirat Ann Ratanamahatana |
Privacy-Preserving EM Algorithm for Clustering on Social Network / Bin Yang ; Issei Sato ; Hiroshi Nakagawa |
Named Entity Recognition and Identification for Finding the Owner of a Home Page / Vassilis Plachouras ; Matthieu Rivière ; Michalis Vazirgiannis |
Clustering and Understanding Documents via Discrimination Information Maximization / Malik Tahir Hassan ; Asim Karim |
A Semi-supervised Incremental Clustering Algorithm for Streaming Data / Maria Halkidi ; Myra Spiliopoulou ; Aikaterini Pavlou |
Unsupervised Sparse Matrix Co-clustering for Marketing and Sales Intelligence / Anastasios Zouzias ; Michail Vlachos ; Nikolaos M. Freris |
Expectation-Maximization Collaborative Filtering with Explicit and Implicit Feedback / Bin Wang ; Mohammadreza Rahimi ; Dequan Zhou ; Xin Wang |
Author Index |
Supervised Learning: Active, Ensemble, Rare-Class and Online |
Time-Evolving Relational Classification and Ensemble Methods / Ryan Rossi ; Jennifer Neville |
Active Learning for Hierarchical Text Classification / Xiao Li ; Da Kuang ; Charles X. Ling |