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04/17/2023
Grouped feature screening for ultrahigh-dimensional classification via Gini distance correlation
Gini distance correlation (GDC) was recently proposed to measure the dep...
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02/28/2022
Asymptotic Normality of Gini Correlation in High Dimension with Applications to the K-sample Problem
The categorical Gini correlation proposed by Dang et al. is a dependence...
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01/16/2021
Non-convex weakly smooth Langevin Monte Carlo using regularization
Discretization of continuous-time diffusion processes is a widely recogn...
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02/24/2020
Weakly smooth Langevin Monte Carlo using p-generalized Gaussian smoothing
Langevin Monte Carlo (LMC) is an iterative process for sampling from a d...
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08/19/2019
Empirical Likelihood Test for Diagonal Symmetry
Energy distance is a statistical distance between the distributions of r...
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08/01/2019
Jackknife Empirical Likelihood Approach for K-sample Tests
The categorical Gini correlation is an alternative measure of dependence...
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06/16/2019
Depth-based Weighted Jackknife Empirical Likelihood for Non-smooth U-structure Equations
In many applications, parameters of interest are estimated by solving so...
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06/05/2019
Estimating Feature-Label Dependence Using Gini Distance Statistics
Identifying statistical dependence between the features and the label is...
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12/27/2018
On mutual information estimation for mixed-pair random variables
We study the mutual information estimation for mixed-pair random variabl...
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11/07/2018
Simulation-based inference methods for partially observed Markov model via the R package is2
Partially observed Markov process (POMP) models are powerful tools for t...
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09/26/2018
A new Gini correlation between quantitative and qualitative variables
We propose a new Gini correlation to measure dependence between a catego...
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06/21/2018
Robust and Efficient Boosting Method using the Conditional Risk
Well-known for its simplicity and effectiveness in classification, AdaBo...
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06/03/2018
Jackknife Empirical Likelihood Methods for Gini Correlations and their Equality Testing
The Gini correlation plays an important role in measuring dependence of ...
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02/18/2018
