Ensemble Methods

Pruning Random Forests for Prediction on a Budget NeurIPS 2016 Wavelet decompositions of Random Forests - smoothness analysis, sparse approximation and applications JMLR 2016 Basis Mapping Based Boosting for Object Detection CVPR 2015 Combination Features and Models for Human Detection CVPR 2015 Context-based Unsupervised Data Fusion for Decision Making ICML 2015 DART: Dropouts meet Multiple Additive Regression Trees AISTATS 2015 Global Refinement of Random Forest CVPR 2015 Joint Calibration of Ensemble of Exemplar SVMs CVPR 2015 Learning Ensembles of Potential Functions for Structured Prediction With Latent Variables ICCV 2015 Online Gradient Boosting NeurIPS 2015 Optimal and Adaptive Algorithms for Online Boosting ICML 2015 Optimally Combining Classifiers Using Unlabeled Data COLT 2015 A Bayesian Framework for Online Classifier Ensemble ICML 2014 A Drifting-Games Analysis for Online Learning and Applications to Boosting NeurIPS 2014 Consistency of weighted majority votes NeurIPS 2014 Deconvolution of High Dimensional Mixtures via Boosting, with Application to Diffusion-Weighted MRI of Human Brain NeurIPS 2014 Discriminative Ferns Ensemble for Hand Pose Recognition CVPR 2014 Efficiently Enforcing Diversity in Multi-Output Structured Prediction AISTATS 2014 Ensemble-Based Tracking: Aggregating Crowdsourced Structured Time Series Data ICML 2014 Learning with Pseudo-Ensembles NeurIPS 2014 Local Decorrelation For Improved Pedestrian Detection NeurIPS 2014 Mondrian Forests: Efficient Online Random Forests NeurIPS 2014 Multi-Class Deep Boosting NeurIPS 2014 Multi-Resolution Cascades for Multiclass Object Detection NeurIPS 2014 One Millisecond Face Alignment with an Ensemble of Regression Trees CVPR 2014