用R进行面板数据(Panel Data)分析
来自OBHRM百科
示例
library(foreign) library(plm) BankData <- read.dta("http://www.obhrm.net/data/franzese.dta", convert.factors=FALSE) olsmodel2 <- lm(inf ~ cbilag1 + glag1 + tlag1 + flag1 + infalag1 + ulag1 + cwb, data=BankData, na.action=na.omit) summary(olsmodel2) pdim(BankData, index=c("ctry", "year")) ## Fixed effects model 固定效应模型 pmodel4 <- plm(inf ~ cbilag1 + glag1 + tlag1 + flag1 + infalag1 + ulag1 + cwb, data=BankData, index=c("ctry", "year"), na.action=na.omit, model="within") summary(pmodel4) ## F test for fixed effects pFtest(pmodel4,olsmodel2) ## Random effects model 随机效应模型 pmodel5 <- plm(inf ~ cbilag1 + glag1 + tlag1 + flag1 + infalag1 + ulag1 + cwb, data=BankData, index=c("ctry", "year"), na.action=na.omit, model="random") ## Crash because of negative estimated variance of individual effects ## Use different method of calculating variance of random effects ## random.method options only work on balanced panels pmodel5 <- plm(inf ~ cbilag1 + glag1 + tlag1 + flag1 + infalag1 + ulag1 + cwb, data=BankData, index=c("ctry", "year"), na.action=na.omit, model="random", random.method="walhus") summary(pmodel5) ## Breusch-Pagan test plmtest(pmodel5, effect="individual", type="bp") ## Hausman test 采用Hausman检验对固定效应模型、随机效应模型进行检验 phtest(pmodel4, pmodel5)
代码来源:http://www.polsci.ucsb.edu/faculty/glasgow/ps207/ps207_class1.r