2010 Workshop on Optimization Based Methods for Emerging Data Mining Problems (OEDM'10) Held in conjunction with Venue: UTS Haymarket Campus, Haymarket, Building 5, Level 1, 5B.1.12 Date: Dec. 14, 2010 9:30-9:45 Dan Zhang, Yan Liu, Rick Lawrence, and Vijil Chenthamarakshan, "ALPOS -- Assisted Learning for Partial ObServation: A Machine Learning Approach for Classifying Tweets" 9:45-10:00 Lingfeng Niu and Yong Shi, "Semi-supervised PLSA for Document Clustering" 10:00-10:30 Coffee break 10:30-11:00 Invited talk 11:00-11:15 Haolan Zhang, Clement H. C. Leung, Gitesh K. Raikundalia, Jing He, "A Novel Ranking Algorithm for Service Matching Based on Agent Association Graphs" 11:15-11:30 Novi Quadrianto, Dale Schuurmans, and Alex Smola, "Distributed Flow Algorithms for Scalable Similarity Visualization" 11:30-11:45 Sangeetha Kutty, Richi Nayak, and Yuefeng Li, "XML Documents Clustering using Tensor Space Model" 11:45-12:00 Guangli Nie, Lingling Zhang, Yuejin Zhang, and Yong Shi, "Find Intelligent Knowledge by Second Time Mining: Three Cases from China" 12:00-12:15 Dragomir Yankov, Suju Rajan, and Adwait Ratnaparkhi, "Integer Programming for Multi-Class Active Learning" 12:15-1:30 Lunch break 1:30-2:10 Xiaofei Zhou and Yong Shi, "Subspace Distance-Based Sampling Method for SVM" Invited talk 2:10-2:30 Zhichen Xia and Chris Ding, "Integrating Symmetric Nonnegative Matrix Factorization and Normalized Cut Spectral Clustering" 2:30-2:45 Lei Zhao, Musa Mammadov, and John Yearwood, "From Convex to Non-Convex: a Loss Function Analysis for Binary Classification" 2:45-3:00 Michael Ovelgönne and Andreas Geyer-Schulz, "Cluster Cores and Modularity Maximization" 3:00-3:15 Evaggelos Papalexakis, Nikolaos Sidiropoulos, and Minos Garofalakis, "Reviewer Profiling Using Sparse Matrix Regression" 3:15-3:30 Chuan Shi, Yanan Cai, Philip Yu, ZhenYu Yan, and Bin Wu, "A Comparison of Objective Functions in Network Community Detection" 3:30-4:00 Coffee break 4:00-4:15 Zhengguo Sun, Tao Li, and Naphtali Rishe, "Large-Scale Matrix Factorization using MapReduce" 4:15-4:30 Francesc J. Ferri, Katerine Diaz-Chito, and Wladimiro DiazVillanueva, "Efficient Dimensionality Reduction on Undersampled Problems through Incremental Discriminative Common Vectors" 4:30-4:45 Yuzhao Ni, Ju Sun, Xiaotong Yuan, Simon yan, and Loong-Fah Cheong, "Robust Low-Rank Subspace Segmentation with Semidefinite Guarantees" 4:45-5:00 Leman Akoglu and Christos Faloutsos, "ProCommend: A Flexible Profit-Oriented Recommender System" 5:00-5:15 Dimitri Semenovich and Nobuyuki Morioka, "Efficient additive models via higher order $\ell_1$ regularization"