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Penalized high-dimensional M-quantile regression: From L-1 to L-p optimization

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2021; 49 (3)

Quantiles and expectiles have been receiving much attention in many areas such as economics, ecology, and finance. By means of L-p optimization, both ......

Functional-coefficient regression models with GARCH errors

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2021; 49 (3)

The GARCH models are widely used to model various financial data with nonlinearity and heteroscedasticity structures. In this article, we propose a fu......

The conditional distance autocovariance function

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, ; ()

The partial autocorrelation function (PACF) is often used in time series analysis to identify the extent of the lag in an autoregressive model. Howeve......

Optimal subsampling for linear quantile regression models

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, ; ()

Subsampling techniques are efficient methods for handling big data. Quite a few optimal sampling methods have been developed for parametric models in ......

Variable selection and structure estimation for ultrahigh-dimensional additive hazards models

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, ; ()

We develop a class of regularization methods based on the penalized sieve least squares for simultaneous model pursuit, variable selection, and estima......

Estimation and hypothesis testing with error-contaminated survival data under possibly misspecified measurement error models

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, ; ()

In the presence of covariate measurement error, there has been extensive interest in developing estimation methods for parameters associated with vari......

Adaptive banding covariance estimation for high-dimensional multivariate longitudinal data

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, ; ()

Modelling the covariance matrix of multiple responses in longitudinal data plays a vital role. It is more challenging than its univariate counterpart ......

Discussion of "Statistical disease mapping for heterogeneous neuroimaging studies"

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2021; 49 (1)

This is a discussion of Liu & Zhu (2021), which develops a novel statistical disease mapping framework for neuroimaging data analysis.

Estimation in the Cox cure model with covariates missing not at random, with application to disease screening/prediction

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2020; 48 (4)

In an attempt to provide a statistical tool for disease screening and prediction, we propose a semiparametric approach to analysis of the Cox proporti......

Homogeneity testing under finite location-scale mixtures

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2020; 48 (4)

The testing problem for the order of finite mixture models has a long history and remains an active research topic. Since Ghosh & Sen (1985) revea......

Empirical likelihood for nonlinear regression models with nonignorable missing responses

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2020; 48 (3)

This article develops three empirical likelihood (EL) approaches to estimate parameters in nonlinear regression models in the presence of nonignorable......

Partial deconvolution estimation in nonparametric regression

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2020; 48 (3)

In this article, we propose a class of partial deconvolution kernel estimators for the nonparametric regression function when some covariates are meas......

Estimation of the additive hazards model with interval-censored data and missing covariates

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2020; 48 (3)

The additive hazards model is one of the most commonly used regression models in the analysis of failure time data and many methods have been develope......

Empirical likelihood confidence intervals under imputation for missing survey data from stratified simple random sampling

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2019; 47 (2)

Missing observations due to non-response are commonly encountered in data collected from sample surveys. The focus of this article is on item non-resp......

JIF:0.59

Linear mode regression with covariate measurement error

期刊: CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2019; 47 (2)

We consider estimating the mode of a response given an error-prone covariate. It is shown that ignoring measurement error typically leads to inconsist......

JIF:0.59

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