Statistical Inference using the Morse-Smale Complex Jun 29, 2015 Clustering Density Estimation
Code Code Available Manifold Optimization for Gaussian Mixture Models Jun 25, 2015 Density Estimation parameter estimation
— Unverified Learning Deep Generative Models with Doubly Stochastic MCMC Jun 15, 2015 Bayesian Inference Density Estimation
— Unverified Non-parametric Revenue Optimization for Generalized Second Price Auctions Jun 8, 2015 Density Estimation
— Unverified A Novel Locally Linear KNN Model for Visual Recognition Jun 1, 2015 Action Recognition Density Estimation
— Unverified UniHIST: A Unified Framework for Image Restoration With Marginal Histogram Constraints Jun 1, 2015 Denoising Density Estimation
— Unverified Sample-Optimal Density Estimation in Nearly-Linear Time Jun 1, 2015 Density Estimation
— Unverified Normalizing Kernels in the Billera-Holmes-Vogtmann Treespace May 30, 2015 Density Estimation
— Unverified Fast optimization of Multithreshold Entropy Linear Classifier Apr 18, 2015 Density Estimation
— Unverified The Gram-Charlier A Series based Extended Rule-of-Thumb for Bandwidth Selection in Univariate and Multivariate Kernel Density Estimations Apr 3, 2015 Density Estimation
— Unverified Point Localization and Density Estimation from Ordinal kNN graphs using Synchronization Apr 3, 2015 Density Estimation
— Unverified Generalized Categorization Axioms Mar 31, 2015 BIG-bench Machine Learning Clustering
— Unverified Nonparametric Estimation of Band-limited Probability Density Functions Mar 20, 2015 Density Estimation
— Unverified MADE: Masked Autoencoder for Distribution Estimation Feb 12, 2015 Density Estimation Image Generation
Code Code Available Active Function Cross-Entropy Clustering Feb 6, 2015 Clustering Density Estimation
— Unverified A Confident Information First Principle for Parametric Reduction and Model Selection of Boltzmann Machines Feb 5, 2015 Density Estimation Dimensionality Reduction
— Unverified Plug-and-play dual-tree algorithm runtime analysis Jan 21, 2015 Density Estimation
— Unverified Microscopic Advances with Large-Scale Learning: Stochastic Optimization for Cryo-EM Jan 19, 2015 Density Estimation Stochastic Optimization
— Unverified Optimal rates for k-NN density and mode estimation Dec 1, 2014 Density Estimation
— Unverified Efficient Minimax Strategies for Square Loss Games Dec 1, 2014 Density Estimation Prediction
— Unverified Factoring Variations in Natural Images with Deep Gaussian Mixture Models Dec 1, 2014 Density Estimation Image Generation
— Unverified Approximating Hierarchical MV-sets for Hierarchical Clustering Dec 1, 2014 Clustering Density Estimation
— Unverified Sensory Integration and Density Estimation Dec 1, 2014 Density Estimation
— Unverified The Infinite Mixture of Infinite Gaussian Mixtures Dec 1, 2014 Clustering Density Estimation
Code Code Available On a Theory of Nonparametric Pairwise Similarity for Clustering: Connecting Clustering to Classification Dec 1, 2014 Clustering Density Estimation
— Unverified Iterative Neural Autoregressive Distribution Estimator NADE-k Dec 1, 2014 Density Estimation Image Generation
Code Code Available Unification of field theory and maximum entropy methods for learning probability densities Nov 19, 2014 Density Estimation
Code Code Available Robust Kernel Density Estimation by Scaling and Projection in Hilbert Space Nov 17, 2014 Density Estimation parameter estimation
— Unverified Learning Theory for Distribution Regression Nov 8, 2014 Density Estimation Learning Theory
Code Code Available Edge Detection based on Kernel Density Estimation Nov 5, 2014 Density Estimation Edge Detection
— Unverified Near-Optimal Density Estimation in Near-Linear Time Using Variable-Width Histograms Nov 1, 2014 Density Estimation
— Unverified Inference and Mixture Modeling with the Elliptical Gamma Distribution Oct 17, 2014 Density Estimation
— Unverified Warped Mixtures for Nonparametric Cluster Shapes Aug 9, 2014 Density Estimation
Code Code Available Empirical non-parametric estimation of the Fisher Information Aug 6, 2014 Density Estimation
Code Code Available A marginal sampler for σ-Stable Poisson-Kingman mixture models Jul 16, 2014 Clustering Density Estimation
— Unverified Feature Selection For High-Dimensional Clustering Jun 9, 2014 Clustering Density Estimation
— Unverified Iterative Neural Autoregressive Distribution Estimator (NADE-k) Jun 5, 2014 Density Estimation Image Generation
Code Code Available Nonparametric Method for Data-driven Image Captioning Jun 1, 2014 Density Estimation Image Captioning
— Unverified Conditional Density Estimation with Dimensionality Reduction via Squared-Loss Conditional Entropy Minimization Apr 28, 2014 Density Estimation Dimensionality Reduction
— Unverified Clustering via Mode Seeking by Direct Estimation of the Gradient of a Log-Density Apr 20, 2014 Clustering Density Estimation
— Unverified Density Estimation via Discrepancy Based Adaptive Sequential Partition Apr 5, 2014 Density Estimation
— Unverified Two-stage Sampled Learning Theory on Distributions Feb 7, 2014 Density Estimation Learning Theory
— Unverified A Robust Framework for Moving-Object Detection and Vehicular Traffic Density Estimation Feb 3, 2014 Density Estimation Moving Object Detection
— Unverified Binary Classifier Calibration: Non-parametric approach Jan 14, 2014 Classifier calibration Decision Making
— Unverified Robust EM algorithm for model-based curve clustering Dec 25, 2013 Clustering Density Estimation
— Unverified Density Estimation in Infinite Dimensional Exponential Families Dec 12, 2013 Density Estimation
Code Code Available Robust Low Rank Kernel Embeddings of Multivariate Distributions Dec 1, 2013 BIG-bench Machine Learning Density Estimation
— Unverified A simple example of Dirichlet process mixture inconsistency for the number of components Dec 1, 2013 Density Estimation
— Unverified Density estimation from unweighted k-nearest neighbor graphs: a roadmap Dec 1, 2013 Density Estimation
— Unverified Learning to Prune in Metric and Non-Metric Spaces Dec 1, 2013 Density Estimation Retrieval
Code Code Available 