Package: latenetwork 1.0.1

latenetwork: Inference on LATEs under Network Interference of Unknown Form

Estimating causal parameters in the presence of treatment spillover is of great interest in statistics. This package provides tools for instrumental variables estimation of average causal effects under network interference of unknown form. The target parameters are the local average direct effect, the local average indirect effect, the local average overall effect, and the local average spillover effect. The methods are developed by Hoshino and Yanagi (2023) <doi:10.48550/arXiv.2108.07455>.

Authors:Tadao Hoshino [aut, cph], Takahide Yanagi [aut, cre, cph]

latenetwork_1.0.1.tar.gz
latenetwork_1.0.1.zip(r-4.7-any)latenetwork_1.0.1.zip(r-4.6-any)latenetwork_1.0.1.zip(r-4.5-any)
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latenetwork_1.0.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
latenetwork/json (API)

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

Bug tracker:https://github.com/tkhdyanagi/latenetwork/issues

Pkgdown/docs site:https://tkhdyanagi.github.io

On CRAN:

Conda:

econometrics

4.00 score 1 stars 9 scripts 255 downloads 5 exports 15 dependencies

Last updated from:7be8d020ab. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK134
source / vignettesOK204
linux-releaseOK152
macos-releaseOK196
macos-oldrelOK199
windows-develOK70
windows-releaseOK85
windows-oldrelOK73
wasm-releaseOK109

Exports:datagenerationdirectindirectoverallspillover

Dependencies:cliclueclustercpp11glueigraphlatticelifecyclemagrittrMatrixpkgconfigrlangrpartstatipvctrs

Getting Started with the latenetwork Package
Introduction | Installation | Functions | Arguments | Returns | Example | References
Rendered fromlatenetwork.Rmdusingknitr::rmarkdown

Last update: 2023-08-07
Started: 2023-04-25

Review of Causal Inference with Noncompliance and Unknown Interference
Introduction | Setup | Variable Definitions | Instrumental Exposure | Intention-to-treat Estimands | Average Direct Effect (ADE) | Average Indirect Effect (AIE) | Average Overall Effect (AOE) | Average Spillover Effect (ASE) | Local Average Treatment Effect Type Parameters | Local Average Direct Effect (LADE) | Local Average Indirect Effect (LAIE) | Local Average Overall Effect (LAOE) | Local Average Spillover Effect (LASE) | Estimation | Statistical Inference | References
Rendered fromreview.Rmdusingknitr::rmarkdown

Last update: 2023-07-24
Started: 2023-04-25