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lpdensity  

Local Polynomial Density Estimation and Inference
View on CRAN: Click here


Download and install lpdensity package within the R console
Install from CRAN:
install.packages("lpdensity")

Install from Github:
library("remotes")
install_github("cran/lpdensity")

Install by package version:
library("remotes")
install_version("lpdensity", "2.5")



Attach the package and use:
library("lpdensity")
Maintained by
Xinwei Ma
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-04-11
Latest Update: 2023-01-21
Description:
Without imposing stringent distributional assumptions or shape restrictions, nonparametric estimation has been popular in economics and other social sciences for counterfactual analysis, program evaluation, and policy recommendations. This package implements a novel density (and derivatives) estimator based on local polynomial regressions, documented in Cattaneo, Jansson and Ma (2022) : lpdensity() to construct local polynomial based density (and derivatives) estimator, and lpbwdensity() to perform data-driven bandwidth selection.
How to cite:
Xinwei Ma (2017). lpdensity: Local Polynomial Density Estimation and Inference. R package version 2.5, https://cran.r-project.org/web/packages/lpdensity. Accessed 22 Dec. 2024.
Previous versions and publish date:
0.1 (2017-04-11 13:55), 0.2.1 (2017-06-03 23:38), 0.2.2 (2017-07-09 17:17), 0.2.3 (2019-04-15 22:53), 0.2 (2017-04-14 23:09), 1.0 (2019-07-13 00:30), 2.0 (2020-08-04 07:20), 2.1 (2020-09-02 07:40), 2.2 (2021-03-02 07:20), 2.3.1 (2022-05-03 23:20), 2.3.2 (2022-11-30 10:20), 2.3 (2022-01-26 15:12), 2.4 (2023-01-22 00:50)
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