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asymptotic analysis

94 papers

Papers

The Mean-Squared Error of Double Q-Learning NeurIPS 2020 Theoretical Insights Into Multiclass Classification: A High-dimensional Asymptotic View NeurIPS 2020 Algorithmic Analysis and Statistical Estimation of SLOPE via Approximate Message Passing NeurIPS 2019 An asymptotic analysis of distributed nonparametric methods JMLR 2019 Asymptotic Guarantees for Learning Generative Models with the Sliced-Wasserstein Distance NeurIPS 2019 Asymptotics for Sketching in Least Squares Regression NeurIPS 2019 On Asymptotic and Finite-Time Optimality of Bayesian Predictors JMLR 2019 On Random Deep Weight-Tied Autoencoders: Exact Asymptotic Analysis, Phase Transitions, and Implications to Training ICLR 2019 An Estimation and Analysis Framework for the Rasch Model ICML 2018 Approximate message passing for amplitude based optimization ICML 2018 A Random Matrix Analysis and Improvement of Semi-Supervised Learning for Large Dimensional Data JMLR 2018 Parameters as interacting particles: long time convergence and asymptotic error scaling of neural networks NeurIPS 2018 Asymptotic Analysis of Objectives Based on Fisher Information in Active Learning JMLR 2017 A Universal Analysis of Large-Scale Regularized Least Squares Solutions NeurIPS 2017 The End of Optimism? An Asymptotic Analysis of Finite-Armed Linear Bandits AISTATS 2017 A General Framework for Consistency of Principal Component Analysis JMLR 2016 Clustering with Bregman Divergences: an Asymptotic Analysis NeurIPS 2016 Optimal Estimation of Derivatives in Nonparametric Regression JMLR 2016 The Asymptotic Performance of Linear Echo State Neural Networks JMLR 2016 Flexible High-Dimensional Classification Machines and Their Asymptotic Properties JMLR 2015 LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements NeurIPS 2015 Asymptotic Accuracy of Distribution-Based Estimation of Latent Variables JMLR 2014 Path Thresholding: Asymptotically Tuning-Free High-Dimensional Sparse Regression AISTATS 2014 Random Bayesian networks with bounded indegree AISTATS 2014 Sparsity and the Truncated l^2-norm AISTATS 2014