Supervised Learning

Learning to Combine Mid-Level Cues for Object Proposal Generation ICCV 2015 Learning to Rank Based on Subsequences ICCV 2015 Learning with Symmetric Label Noise: The Importance of Being Unhinged NeurIPS 2015 On Consistent Surrogate Risk Minimization and Property Elicitation COLT 2015 Optimum Statistical Estimation with Strategic Data Sources COLT 2015 PeakSeg: constrained optimal segmentation and supervised penalty learning for peak detection in count data ICML 2015 Rademacher Observations, Private Data, and Boosting ICML 2015 Self Scaled Regularized Robust Regression CVPR 2015 Supervised Learning for Dynamical System Learning NeurIPS 2015 Top Rank Supervised Binary Coding for Visual Search ICCV 2015 6 Seconds of Sound and Vision: Creativity in Micro-Videos CVPR 2014 A Discriminative Latent Variable Model for Online Clustering ICML 2014 A Safe Screening Rule for Sparse Logistic Regression NeurIPS 2014 Beyond Disagreement-Based Agnostic Active Learning NeurIPS 2014 Discriminative Hierarchical Modeling of Spatio-Temporally Composable Human Activities CVPR 2014 Distribution-independent Reliable Learning COLT 2014 Diverse Sequential Subset Selection for Supervised Video Summarization NeurIPS 2014 Efficiency of conformalized ridge regression COLT 2014 Efficient Sample Mining for Object Detection ACML 2014 Elementary Estimators for High-Dimensional Linear Regression ICML 2014 Ensembles for Time Series Forecasting ACML 2014 Face Alignment at 3000 FPS via Regressing Local Binary Features CVPR 2014 Guess-Averse Loss Functions For Cost-Sensitive Multiclass Boosting ICML 2014 Hybrid Discriminative-Generative Approach with Gaussian Processes AISTATS 2014 Investigating Haze-relevant Features in A Learning Framework for Image Dehazing CVPR 2014