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asymptotic analysis

86 papers

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Co-occurring keywords

approximate message passing (39) bayesian inference (1907) model selection (456) statistical learning (351) high-dimensional regression (142) maximum likelihood estimation (233) high-dimensional statistics (145) generalization error (285) random matrix theory (63) maximum likelihood (255)

Papers

Asymptotic Behaviors of Projected Stochastic Approximation: A Jump Diffusion Perspective NIPS 2022
Asymptotic Degradation of Linear Regression Estimates with Strategic Data Sources ALT 2022
Weak Separation in Mixture Models and Implications for Principal Stratification AISTATS 2022
The Semi-Random Satisfaction of Voting Axioms NIPS 2021
A Computationally Efficient Method for Learning Exponential Family Distributions NIPS 2021
Asymptotics of representation learning in finite Bayesian neural networks NIPS 2021
Quantifying and Reducing Bias in Maximum Likelihood Estimation of Structured Anomalies ICML 2021
A Precise Performance Analysis of Support Vector Regression ICML 2021
Analysis of one-hidden-layer neural networks via the resolvent method NIPS 2021
PCA Initialization for Approximate Message Passing in Rotationally Invariant Models NIPS 2021
On the Inherent Regularization Effects of Noise Injection During Training ICML 2021
Exact Asymptotics for Linear Quadratic Adaptive Control JMLR 2021
Asymptotics of Ridge(less) Regression under General Source Condition AISTATS 2021
Theoretical Insights Into Multiclass Classification: A High-dimensional Asymptotic View NIPS 2020
Generalization Error of Generalized Linear Models in High Dimensions ICML 2020
The Mean-Squared Error of Double Q-Learning NIPS 2020
Switching Regression Models and Causal Inference in the Presence of Discrete Latent Variables JMLR 2020
Asymptotic Analysis via Stochastic Differential Equations of Gradient Descent Algorithms in Statistical and Computational Paradigms JMLR 2020
Prediction regions through Inverse Regression JMLR 2020
All-or-nothing statistical and computational phase transitions in sparse spiked matrix estimation NIPS 2020
An Asymptotic Rate for the LASSO Loss AISTATS 2020
On Asymptotic and Finite-Time Optimality of Bayesian Predictors JMLR 2019
An asymptotic analysis of distributed nonparametric methods JMLR 2019
Asymptotics for Sketching in Least Squares Regression NIPS 2019
Algorithmic Analysis and Statistical Estimation of SLOPE via Approximate Message Passing NIPS 2019