Package: sandwich 3.1-2

Achim Zeileis

sandwich: Robust Covariance Matrix Estimators

Object-oriented software for model-robust covariance matrix estimators. Starting out from the basic robust Eicker-Huber-White sandwich covariance methods include: heteroscedasticity-consistent (HC) covariances for cross-section data; heteroscedasticity- and autocorrelation-consistent (HAC) covariances for time series data (such as Andrews' kernel HAC, Newey-West, and WEAVE estimators); clustered covariances (one-way and multi-way); panel and panel-corrected covariances; outer-product-of-gradients covariances; and (clustered) bootstrap covariances. All methods are applicable to (generalized) linear model objects fitted by lm() and glm() but can also be adapted to other classes through S3 methods. Details can be found in Zeileis et al. (2020) <doi:10.18637/jss.v095.i01>, Zeileis (2004) <doi:10.18637/jss.v011.i10> and Zeileis (2006) <doi:10.18637/jss.v016.i09>.

Authors:Achim Zeileis [aut, cre], Thomas Lumley [aut], Nathaniel Graham [ctb], Susanne Koell [ctb]

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sandwich/json (API)
NEWS

# Install 'sandwich' in R:
install.packages('sandwich', repos = c('https://r-forge.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://r-forge.r-project.org/projects/sandwich

Datasets:

On CRAN:

15.16 score 861 packages 8.7k scripts 241k downloads 35 mentions 33 exports 2 dependencies

Last updated 2 months agofrom:d6fdbc01ce. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 15 2024
R-4.5-winOKNov 15 2024
R-4.5-linuxOKNov 15 2024
R-4.4-winOKNov 15 2024
R-4.4-macOKNov 15 2024
R-4.3-winOKNov 15 2024
R-4.3-macOKNov 15 2024

Exports:.vcovBSenvbreadbwAndrewsbwNeweyWestestfunisoacfkernHACkweightslrvarmeatmeatCLmeatHACmeatHCmeatPCmeatPLNeweyWestpava.blockssandwichvcovBSvcovBS.defaultvcovBS.lmvcovCLvcovHACvcovHAC.defaultvcovHCvcovHC.defaultvcovJKvcovOPGvcovPCvcovPLweaveweightsAndrewsweightsLumley

Dependencies:latticezoo

Econometric Computing with HC and HAC Covariance Matrix Estimators

Rendered fromsandwich.Rnwusingutils::Sweaveon Nov 15 2024.

Last update: 2022-06-10
Started: 2016-09-22

Object-Oriented Computation of Sandwich Estimators

Rendered fromsandwich-OOP.Rnwusingutils::Sweaveon Nov 15 2024.

Last update: 2022-06-10
Started: 2016-09-22

Various Versatile Variances: An Object-Oriented Implementation of Clustered Covariances in R

Rendered fromsandwich-CL.Rnwusingutils::Sweaveon Nov 15 2024.

Last update: 2023-08-05
Started: 2017-02-23

Readme and manuals

Help Manual

Help pageTopics
Bread for Sandwichesbread bread.clm bread.coxph bread.default bread.gam bread.hurdle bread.lm bread.mlm bread.mlogit bread.nls bread.polr bread.rlm bread.survreg bread.zeroinfl
Extract Empirical Estimating Functionsestfun estfun.clm estfun.coxph estfun.glm estfun.hurdle estfun.lm estfun.mlm estfun.mlogit estfun.nls estfun.polr estfun.rlm estfun.survreg estfun.zeroinfl
Innovation and Institutional OwnershipInstInnovation
US Investment DataInvestment
Isotonic Autocorrelation Functionisoacf pava.blocks
Kernel Weightskweights
Long-Run Variance of the Meanlrvar
A Simple Meat Matrix Estimatormeat
Newey-West HAC Covariance Matrix EstimationbwNeweyWest NeweyWest
Petersen's Simulated Data for Assessing Clustered Standard ErrorsPetersenCL
US Expenditures for Public SchoolsPublicSchools
Making Sandwiches with Bread and Meatsandwich
(Clustered) Bootstrap Covariance Matrix Estimation.vcovBSenv vcovBS vcovBS.default vcovBS.glm vcovBS.lm
Clustered Covariance Matrix EstimationmeatCL vcovCL
Heteroscedasticity and Autocorrelation Consistent (HAC) Covariance Matrix EstimationmeatHAC vcovHAC vcovHAC.default
Heteroscedasticity-Consistent Covariance Matrix EstimationmeatHC vcovHC vcovHC.default vcovHC.mlm
(Clustered) Jackknife Covariance Matrix EstimationvcovJK vcovJK.default
Outer-Product-of-Gradients Covariance Matrix EstimationvcovOPG
Panel-Corrected Covariance Matrix EstimationmeatPC vcovPC
Clustered Covariance Matrix Estimation for Panel DatameatPL vcovPL
Kernel-based HAC Covariance Matrix EstimationbwAndrews kernHAC weightsAndrews
Weighted Empirical Adaptive Variance Estimationweave weightsLumley