Matrix differential calculus with applications in the multivariate linear model and its diagnostics

Liu, Shuangzhe; Leiva, Victor; Zhuang, Dan; Ma, Tiefeng; Figueroa-Zuniga, Jorge I.

Abstract

Matrix differential calculus is a powerful mathematical tool in multivariate analysis and related areas such as econometrics, environmetrics, geostatistics, predictive modeling, psychometrics, and statistics in general. One of the key contributions to its development was the introduction of the differential approach, which has led to a significant number of applications. In this paper, we present a study of this approach to matrix differential calculus with some of its key results along with illustrative examples. We also present new applications of this approach in the multivariate linear model: namely in efficiency comparisons, sensitivity analysis, and local influence diagnostics. (c) 2021 Elsevier Inc. All rights reserved.

Más información

Título según WOS: Matrix differential calculus with applications in the multivariate linear model and its diagnostics
Título de la Revista: JOURNAL OF MULTIVARIATE ANALYSIS
Volumen: 188
Editorial: ELSEVIER INC
Fecha de publicación: 2022
DOI:

10.1016/j.jmva.2021.104849

Notas: ISI