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PDMIF (version 0.1.0)

Fits Heterogeneous Panel Data Models

Description

Fits heterogeneous panel data models with interactive effects for linear regression, logistic, count, probit, quantile, and clustering. Based on Ando, T. and Bai, J. (2015) "A simple new test for slope homogeneity in panel data models with interactive effects" , Ando, T. and Bai, J. (2015) "Asset Pricing with a General Multifactor Structure" , Ando, T. and Bai, J. (2016) "Panel data models with grouped factor structure under unknown group membership" , Ando, T. and Bai, J. (2017) "Clustering huge number of financial time series: A panel data approach with high-dimensional predictors and factor structures" , Ando, T. and Bai, J. (2020) "Quantile co-movement in financial markets" , Ando, T., Bai, J. and Li, K. (2021) "Bayesian and maximum likelihood analysis of large-scale panel choice models with unobserved heterogeneity" .

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Version

Install

install.packages('PDMIF')

Monthly Downloads

185

Version

0.1.0

License

MIT + file LICENSE

Maintainer

Tomohiro Ando

Last Published

February 16th, 2022

Functions in PDMIF (0.1.0)

PDMIFLING

PDMIFLING
PDMIFCLUST

PDMIFCLUST
HOMTESTGLM

HOMTESTGLM
PDMIFLIN

PDMIFLIN
HYPTEST

HYPTEST
PDMIFGLM

PDMIFGLM
HOMTEST

HOMTEST
PDMIFLOGIT

PDMIFLOGIT
PDMIFCLUSTGLM

PDMIFCLUSTGLM
PDMIFCOUNT

PDMIFCOUNT
data1Y

A synthesized output variable dataset to fit a linear model on a panel dataset.
data4X

A synthesized input variable dataset to fit a linear model on a panel dataset under known group memberships.
data2X

A synthesized input variable dataset to fit a binomial model on a panel dataset.
data4Y

A synthesized output variable dataset to fit a linear model on a panel dataset under known group memberships.
data4LAB

A synthesized vector of memberships needed to fit a linear model on a panel dataset under known group memberships.
data8Y

A synthesized output variable dataset to fit a quantile VAR model with interactive effects and lag=2.
data3Y

A synthesized output variable dataset to fit a poisson model on a panel dataset.
data3X

A synthesized input variable dataset to fit a poisson model on a panel dataset.
data2Y

A synthesized output variable dataset to fit a binomial model on a panel dataset.
PDMIFPROBIT

PDMIFPROBIT
data5X

A synthesized input variable dataset to cluster individuals by heterogeneous panel data models with interactive effects.
PDMIFQUANTILE

PDMIFQUANTILE
PDMIFQVAR

PDMIFQVAR
data5Y

A synthesized output variable dataset to cluster individuals by heterogeneous panel data models with interactive effects.
data7Y

A synthesized output variable dataset to fit a quantile panel data model on a panel dataset.
data7X

A synthesized input variable dataset to fit a quantile panel data model on a panel dataset.
data1X

A synthesized input variable dataset to fit a linear model on a panel dataset.
data6X

A synthesized input variable dataset to cluster individual units by nonlinear heterogeneous panel data models with interactive effects when the group membership is unknown
data6Y

A synthesized output variable dataset to cluster individual units by nonlinear heterogeneous panel data models with interactive effects when the group membership is unknown.