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distribution estimation

71 papers

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Co-occurring keywords

sample complexity (1169) differential privacy (1016) local differential privacy (73) statistical estimation (108) statistical learning (351) property estimation (6) profile maximum likelihood (7) discrete distribution (49) local privacy (26) entropy estimation (49)

Papers

Hadamard Response: Estimating Distributions Privately, Efficiently, and with Little Communication AISTATS 2019
A General Framework for Symmetric Property Estimation NIPS 2019
Nonparametric Density Estimation & Convergence Rates for GANs under Besov IPM Losses NIPS 2019
The Broad Optimality of Profile Maximum Likelihood NIPS 2019
INSPECTRE: Privately Estimating the Unseen ICML 2018
Data Amplification: A Unified and Competitive Approach to Property Estimation NIPS 2018
Local moment matching: A unified methodology for symmetric functional estimation and distribution estimation under Wasserstein distance COLT 2018
On Learning Markov Chains NIPS 2018
A Unified Maximum Likelihood Approach for Estimating Symmetric Properties of Discrete Distributions ICML 2017
The power of absolute discounting: all-dimensional distribution estimation NIPS 2017
Dealing with Range Anxiety in Mean Estimation via Statistical Queries ALT 2017
Nonparanormal Information Estimation ICML 2017
Discrete Distribution Estimation under Local Privacy ICML 2016
Latent Gaussian Processes for Distribution Estimation of Multivariate Categorical Data ICML 2015
MADE: Masked Autoencoder for Distribution Estimation ICML 2015
Competitive Distribution Estimation: Why is Good-Turing Good NIPS 2015
Multivariate f-divergence Estimation With Confidence NIPS 2014
Decontamination of Mutually Contaminated Models AISTATS 2014
Estimating the Unseen: Improved Estimators for Entropy and other Properties NIPS 2013
Robust Low Rank Kernel Embeddings of Multivariate Distributions NIPS 2013
The Neural Autoregressive Distribution Estimator AISTATS 2011