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Researchers regularly perform conditional prediction using imputed values of missing data. However, applications of imputation often lack a firm foundation in statistical theory. This paper originated when we were unable to find analysis…

计量经济学 · 经济学 2021-02-24 Charles F Manski , Michael Gmeiner , Anat Tamburc

Limit theorems for non-additive probabilities or non-linear expectations are challenging issues which have raised progressive interest recently. The purpose of this paper is to study the strong law of large numbers and the law of the…

概率论 · 数学 2016-08-03 Li-Xin Zhang

We develop asymptotic approximations that can be applied to sequential estimation and inference problems, adaptive randomized controlled trials, and related settings. In batched adaptive settings where the decision at one stage can affect…

计量经济学 · 经济学 2025-02-25 Keisuke Hirano , Jack R. Porter

We highlight that match fixed effects, represented by the coefficients of interaction terms involving dummy variables for two elements, lack identification without specific restrictions on parameters. Consequently, the coefficients…

计量经济学 · 经济学 2024-08-22 Suguru Otani , Tohya Sugano

The increasing availability of longitudinal student achievement data has heightened interest among researchers, educators and policy makers in using these data to evaluate educational inputs, as well as for school and possibly teacher…

应用统计 · 统计学 2011-08-11 Daniel F. McCaffrey , J. R. Lockwood

In this paper we characterize the limiting behavior of sums of extreme values of long range dependent sequences defined as functionals of linear processes with finite variance. The extremal sums behave completely different by compared to…

概率论 · 数学 2007-06-13 Rafal Kulik

Extreme-value copulas arise in the asymptotic theory for componentwise maxima of independent random samples. An extreme-value copula is determined by its Pickands dependence function, which is a function on the unit simplex subject to…

统计方法学 · 统计学 2011-11-30 Gordon Gudendorf , Johan Segers

Stepped-wedge designs are increasingly used in randomized experiments to accommodate logistical and ethical constraints by staggering treatment roll-out over time. Despite their popularity, existing analytical methods largely rely on…

统计方法学 · 统计学 2026-02-12 Liangbo Lyu , Bingkai Wang

Wald-type tests are convenient because they allow one to test a wide array of linear and nonlinear restrictions from a single unrestricted estimator; we focus on the problem of implementing Wald-type tests for nonlinear restrictions. We…

统计理论 · 数学 2013-12-03 Jean-Marie Dufour , Eric Renault , Victoria Zinde-Walsh

We propose an $\ell_1$-penalized estimator for high-dimensional models of Expected Shortfall (ES). The estimator is obtained as the solution to a least-squares problem for an auxiliary dependent variable, which is defined as a…

计量经济学 · 经济学 2024-01-25 Sander Barendse

In order to improve the teaching of the course of statistical physics in universities, in this article we introduce nonextensive statistics, a new statistical theory about complex systems. We study the two modification coefficients a and b…

综合物理 · 物理学 2018-09-12 Lining Zheng , Jiulin Du

A long memory process has self-similarity or scale-invariant properties in low frequencies. We prove that the log of the scale-dependent wavelet variance for a long memory process is asymptotically proportional to scales by using the Taylor…

其他统计学 · 统计学 2012-02-22 Wonsang You , Wojciech Kordecki

We determine the asymptotic distribution of the sum of correlated variables described by a matrix product ansatz with finite matrices, considering variables with finite variances. In cases when the correlation length is finite, the law of…

统计力学 · 物理学 2014-01-08 Florian Angeletti , Eric Bertin , Patrice Abry

We define extrapolation as any type of statistical inference on a conditional function (e.g., a conditional expectation or conditional quantile) evaluated outside of the support of the conditioning variable. This type of extrapolation…

统计方法学 · 统计学 2024-06-13 Niklas Pfister , Peter Bühlmann

Accurate power and sample size estimation are crucial to the design and analysis of genetic association studies. When analyzing a binary trait via logistic regression, important covariates such as age and sex are typically included in the…

统计方法学 · 统计学 2022-10-05 Ziang Zhang , Lei Sun

We study some series expansions for the Lambert $W$ function. We show that known asymptotic series converge in both real and complex domains. We establish the precise domains of convergence and other properties of the series, including…

经典分析与常微分方程 · 数学 2012-08-06 German A. Kalugin , David J. Jeffrey

This paper deals with the asymptotic statistical properties of a class of redescending M-estimators in linear models with increasing dimension. This class is wide enough to include popular high breakdown point estimators such as…

统计理论 · 数学 2016-12-20 Ezequiel Smucler

Chatterjee's correlation coefficient has recently been proposed as a new association measure for bivariate random vectors that satisfies a number of desirable properties. Among these properties is the feature that the coefficient equals one…

统计理论 · 数学 2024-10-16 Axel Bücher , Holger Dette

This paper introduces an econometric framework for analyzing cross-sectional dependence in the idiosyncratic volatilities of assets using high frequency data. We first consider the estimation of standard measures of dependence in the…

计量经济学 · 经济学 2025-05-08 Ilze Kalnina , Kokouvi Tewou

We consider the problem of bounding large deviations for non-i.i.d. random variables that are allowed to have arbitrary dependencies. Previous works typically assumed a specific dependence structure, namely the existence of independent…

概率论 · 数学 2018-11-06 Christoph H. Lampert , Liva Ralaivola , Alexander Zimin
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