diagL1: Routines for Fit, Inference and Diagnostics in Linear L1 and LAD Models

Diagnostics for linear L1 regression (also known as LAD - Least Absolute Deviations), including: estimation, confidence intervals, tests of hypotheses, measures of leverage, methods of diagnostics for L1 regression, special diagnostics graphs and measures of leverage. The algorithms are based in Dielman (2005) <doi:10.1080/0094965042000223680>, Elian et al. (2000) <doi:10.1080/03610920008832518> and Dodge (1997) <doi:10.1006/jmva.1997.1666>. This package builds on the 'quantreg' package, which is a well-established package for tuning quantile regression models. There are also tests to verify if the errors have a Laplace distribution based on the work of Puig and Stephens (2000) <doi:10.2307/1270952>.

Getting started

Package details

AuthorKevin Allan Sales Rodrigues [aut, cre] (<https://orcid.org/0000-0003-4925-5883>), Silvia Nagib Elian [ctb, ths]
MaintainerKevin Allan Sales Rodrigues <kevin.asr@outlook.com>
LicenseGPL (>= 2)
Version1.0.0
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("diagL1")

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diagL1 documentation built on May 29, 2024, 10:56 a.m.