Efficient Computing

ShareBoost: Efficient multiclass learning with feature sharing NeurIPS 2011 Spectral Clustering on a Budget AISTATS 2011 Submodular Multi-Label Learning NeurIPS 2011 A Fast Hybrid Algorithm for Large-Scale -Regularized Logistic Regression JMLR 2010 A Surrogate Modeling and Adaptive Sampling Toolbox for Computer Based Design JMLR 2010 Divisive Normalization: Justification and Effectiveness as Efficient Coding Transform NeurIPS 2010 Mixture of time-warped trajectory models for movement decoding NeurIPS 2010 MOA: Massive Online Analysis JMLR 2010 Practical Large-Scale Optimization for Max-norm Regularization NeurIPS 2010 Random Projections for k-means Clustering NeurIPS 2010 Sensor Placement for Improved Robotic Navigation RSS 2010 Structured Prediction Cascades AISTATS 2010 The SHOGUN Machine Learning Toolbox JMLR 2010 Training and Testing Low-degree Polynomial Data Mappings via Linear SVM JMLR 2010 Accurate rough terrain estimation with space-carving kernels RSS 2009 An Online Algorithm for Large Scale Image Similarity Learning NeurIPS 2009 Efficient Learning using Forward-Backward Splitting NeurIPS 2009 Linear-time Algorithms for Pairwise Statistical Problems NeurIPS 2009 Matrix Completion from Noisy Entries NeurIPS 2009 Noise Characterization, Modeling, and Reduction for In Vivo Neural Recording NeurIPS 2009 Parallel Inference for Latent Dirichlet Allocation on Graphics Processing Units NeurIPS 2009 A Massively Parallel Digital Learning Processor NeurIPS 2008 Artificial Olfactory Brain for Mixture Identification NeurIPS 2008 Automatic online tuning for fast Gaussian summation NeurIPS 2008 Cross-Validation Optimization for Large Scale Structured Classification Kernel Methods JMLR 2008