R: High-Dimensional Metrics

# High-Dimensional Metrics

## Documentation for package ‘hdm’ version 0.3.2

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Package README

## Help Pages

A B C D E G H L M P R S T W misc

hdm-package | hdm: High-Dimensional Metrics

## -- A --

AJR | AJR data set
ATE | Functions for estimation of treatment effects
ate | Functions for estimation of treatment effects
ATET | Functions for estimation of treatment effects
atet | Functions for estimation of treatment effects

## -- B --

BLP | BLP data set

## -- C --

coef.rlassoEffects | Coefficients from S3 objects 'rlassoEffects'
coef.rlassoIV | Coefficients from S3 objects 'rlassoIV'
coef.rlassoIVselectX | Coefficients from S3 objects 'rlassoIVselectX'
coef.rlassoIVselectZ | Coefficients from S3 objects 'rlassoIVselectZ'
confint.rlassoEffects | Methods for S3 object 'rlassoEffects'
confint.rlassoIV | Methods for S3 object 'rlassoIV'
confint.rlassoIVselectX | Methods for S3 object 'rlassoIVselectX'
confint.rlassoIVselectZ | Methods for S3 object 'rlassoIVselectZ'
confint.rlassologitEffects | Methods for S3 object 'rlassologitEffects'
confint.rlassoTE | Methods for S3 object 'rlassoTE'
cps2012 | cps2012 data set

## -- D --

data | Pension 401(k) data set

## -- E --

EminentDomain | Eminent Domain data set
Example | Growth data set

## -- G --

GDP | Growth data set
Growth | Growth data set
Growth Data | Growth data set
GrowthData | Growth data set

## -- H --

hdm | hdm: High-Dimensional Metrics

## -- L --

lambdaCalculation | Function for Calculation of the penalty parameter
LassoShooting.fit | Shooting Lasso
LATE | Functions for estimation of treatment effects
late | Functions for estimation of treatment effects
LATET | Functions for estimation of treatment effects
latet | Functions for estimation of treatment effects

## -- M --

methods.rlasso | Methods for S3 object 'rlasso'
methods.rlassoEffects | Methods for S3 object 'rlassoEffects'
methods.rlassoIV | Methods for S3 object 'rlassoIV'
methods.rlassoIVselectX | Methods for S3 object 'rlassoIVselectX'
methods.rlassoIVselectZ | Methods for S3 object 'rlassoIVselectZ'
methods.rlassologit | Methods for S3 object 'rlassologit'
methods.rlassologitEffects | Methods for S3 object 'rlassologitEffects'
methods.rlassoTE | Methods for S3 object 'rlassoTE'
methods.tsls | Methods for S3 object 'tsls'
model.matrix.rlasso | Methods for S3 object 'rlasso'
model.matrix.rlassologit | Methods for S3 object 'rlassologit'

## -- P --

pension | Pension 401(k) data set
plans | Pension 401(k) data set
plot.rlassoEffects | Methods for S3 object 'rlassoEffects'
predict.rlasso | Methods for S3 object 'rlasso'
predict.rlassologit | Methods for S3 object 'rlassologit'
print.rlasso | Methods for S3 object 'rlasso'
print.rlassoEffects | Methods for S3 object 'rlassoEffects'
print.rlassoIV | Methods for S3 object 'rlassoIV'
print.rlassoIVselectX | Methods for S3 object 'rlassoIVselectX'
print.rlassoIVselectZ | Methods for S3 object 'rlassoIVselectZ'
print.rlassologit | Methods for S3 object 'rlassologit'
print.rlassologitEffects | Methods for S3 object 'rlassologitEffects'
print.rlassoTE | Methods for S3 object 'rlassoTE'
print.summary.rlassoEffects | Summarizing rlassoEffects fits
print.tsls | Methods for S3 object 'tsls'
print_coef | Printing coefficients from S3 objects 'rlassoEffects'
print_coef.rlassoEffects | Printing coefficients from S3 objects 'rlassoEffects'
p_adjust | Multiple Testing Adjustment of p-values for S3 objects 'rlassoEffects' and 'lm'
p_adjust.lm | Multiple Testing Adjustment of p-values for S3 objects 'rlassoEffects' and 'lm'
p_adjust.rlassoEffects | Multiple Testing Adjustment of p-values for S3 objects 'rlassoEffects' and 'lm'

## -- R --

rlasso | rlasso: Function for Lasso estimation under homoscedastic and heteroscedastic non-Gaussian disturbances
rlasso.character | rlasso: Function for Lasso estimation under homoscedastic and heteroscedastic non-Gaussian disturbances
rlasso.default | rlasso: Function for Lasso estimation under homoscedastic and heteroscedastic non-Gaussian disturbances
rlasso.formula | rlasso: Function for Lasso estimation under homoscedastic and heteroscedastic non-Gaussian disturbances
rlassoATE | Functions for estimation of treatment effects
rlassoATE.default | Functions for estimation of treatment effects
rlassoATE.formula | Functions for estimation of treatment effects
rlassoATET | Functions for estimation of treatment effects
rlassoATET.default | Functions for estimation of treatment effects
rlassoATET.formula | Functions for estimation of treatment effects
rlassoEffect | rigorous Lasso for Linear Models: Inference
rlassoEffects | rigorous Lasso for Linear Models: Inference
rlassoEffects.default | rigorous Lasso for Linear Models: Inference
rlassoEffects.formula | rigorous Lasso for Linear Models: Inference
rlassoIV | Post-Selection and Post-Regularization Inference in Linear Models with Many Controls and Instruments
rlassoIV.default | Post-Selection and Post-Regularization Inference in Linear Models with Many Controls and Instruments
rlassoIV.formula | Post-Selection and Post-Regularization Inference in Linear Models with Many Controls and Instruments
rlassoIVmult | Post-Selection and Post-Regularization Inference in Linear Models with Many Controls and Instruments
rlassoIVselectX | Instrumental Variable Estimation with Selection on the exogenous Variables by Lasso
rlassoIVselectX.default | Instrumental Variable Estimation with Selection on the exogenous Variables by Lasso
rlassoIVselectX.formula | Instrumental Variable Estimation with Selection on the exogenous Variables by Lasso
rlassoIVselectZ | Instrumental Variable Estimation with Lasso
rlassoIVselectZ.default | Instrumental Variable Estimation with Lasso
rlassoIVselectZ.formula | Instrumental Variable Estimation with Lasso
rlassoLATE | Functions for estimation of treatment effects
rlassoLATE.default | Functions for estimation of treatment effects
rlassoLATE.formula | Functions for estimation of treatment effects
rlassoLATET | Functions for estimation of treatment effects
rlassoLATET.default | Functions for estimation of treatment effects
rlassoLATET.formula | Functions for estimation of treatment effects
rlassologit | rlassologit: Function for logistic Lasso estimation
rlassologit.character | rlassologit: Function for logistic Lasso estimation
rlassologit.default | rlassologit: Function for logistic Lasso estimation
rlassologit.formula | rlassologit: Function for logistic Lasso estimation
rlassologitEffect | rigorous Lasso for Logistic Models: Inference
rlassologitEffects | rigorous Lasso for Logistic Models: Inference
rlassologitEffects.default | rigorous Lasso for Logistic Models: Inference
rlassologitEffects.formula | rigorous Lasso for Logistic Models: Inference

## -- S --

summary.rlasso | Methods for S3 object 'rlasso'
summary.rlassoEffects | Summarizing rlassoEffects fits
summary.rlassoIV | Methods for S3 object 'rlassoIV'
summary.rlassoIVselectX | Methods for S3 object 'rlassoIVselectX'
summary.rlassoIVselectZ | Methods for S3 object 'rlassoIVselectZ'
summary.rlassologit | Methods for S3 object 'rlassologit'
summary.rlassologitEffects | Methods for S3 object 'rlassologitEffects'
summary.rlassoTE | Methods for S3 object 'rlassoTE'
summary.tsls | Methods for S3 object 'tsls'

## -- T --

tsls | Two-Stage Least Squares Estimation (TSLS)
tsls.default | Two-Stage Least Squares Estimation (TSLS)
tsls.formula | Two-Stage Least Squares Estimation (TSLS)

## -- W --

wealth | Pension 401(k) data set

## -- misc --

401(k) | Pension 401(k) data set