Statistical and Computational learning theories, fast algorithms, and their applications.
Georgia Institute of Technology. Ph.D. 2013
The Chinese University of Hong Kong, M.Phil. 2007
Huazhong University of Science and Technology, B.Eng. 2003
Hua Ouyang, Niao He, Long Q. Tran, Alexander Gray. Stochastic Alternating Direction Method of Multipliers. ICML 2013.[full length paper][codes]
Hua Ouyang, Alexander Gray. Stochastic Smoothing for Nonsmooth Minimizations: Accelerating SGD by Exploiting Structure. ICML 2012.[full length paper]
Hua Ouyang, Alexander Gray. NASA: Achieving Lower Regrets and Faster Rates via Adaptive Stepsizes. KDD 2012.[pdf]
Hua Ouyang, Alexander Gray. Data-Distributed Weighted Majority and Online Mirror Descent. ArXiv 2011.[pdf]
Hua Ouyang, Alexander Gray. Fast Stochastic Frank-Wolfe Algorithms for Nonlinear SVMs. SDM 2010.[pdf]
Parikshit Ram, Dongryeol Lee, Hua Ouyang, Alexander Gray. Rank-Approximate Nearest Neighbor Search: Retaining Meaning and Speed in High Dimensions. NIPS 2009.[pdf]
Rajesh Narasimha, Hua Ouyang, Alexander Gray, Steven W. McLaughlin, Sriram Subramaniam. Automatic joint classification and segmentation of whole cell 3D images. Pattern Recognition, vol. 42 issue 6, 2009.
Hua Ouyang, Alexander Gray. Learning Nearest-Neighbor Classifiers with Hyperkernels. NIPS workshop on Kernel Learning 2008.[pdf]
Hua Ouyang, Alexander Gray. Learning Dissimilarities by Ranking: From SDP to QP. ICML 2008.[pdf]
Rajesh Narasimha, Hua Ouyang, Alexander Gray, Steven W. McLaughlin, Sriram Subramaniam. Automatic Mining of Whole Cell Tomograms for Cancer Detection. NIPS workshop on Machine Learning in Computational Biology, 2007.
Hua Ouyang, Tan Lee. Feature Extraction from Talking Mouths for Video-Based Bi-Modal Speaker Verification. ICASSP 2006.
W.N. Chan, Nengheng Zheng, Hua Ouyang and Tan Lee. Use of Vocal Source Features in Speaker Segmentation. ICASSP 2006.
Hua Ouyang, Tan Lee. A New Lip Feature Representation Method for Video-based Bimodal Authentication. NICTA Multimodal User Interaction Workshop (MMUI), Australia, 2005.