Daily Returns of Three Stocks in the Dow Jones
Five years of daily log-returns (from 1996 to 2000) of Intel (INTC), Microsoft (MSFT) and General Electric (GE) stocks. These data were analysed in Chapter 5 of McNeil, Frey and Embrechts (2005).
data(rdj, package="copula")
A data frame of 1262 daily log-returns from 1996 to 2000.
Datethe date, of class "Date".
INTCdaily log-return of the Intel stock
MSFTdaily log-return of the Microsoft stock
GEdaily log-return of the General Electric
McNeil, A. J., Frey, R., and Embrechts, P. (2005). Quantitative Risk Management: Concepts, Techniques, Tools. Princeton University Press.
data(rdj)
str(rdj)# 'Date' is of class "Date"
with(rdj, {
matplot(Date, rdj[,-1], type = "o", xaxt = "n", ylim = .15* c(-1,1),
main = paste("rdj - data; n =", nrow(rdj)))
Axis(Date, side=1)
})
legend("top", paste(1:3, names(rdj[,-1])), col=1:3, lty=1:3, bty="n")
x <- rdj[, -1] # '-1' : not the Date
## a t-copula (with a vague inital guess of Rho entries)
tCop <- tCopula(rep(.2, 3), dim=3, dispstr="un", df=10, df.fixed=TRUE)
ft <- fitCopula(tCop, data = pobs(x))
ft
ft@copula # the fitted t-copula as tCopula object
system.time(
g.C <- gofCopula(claytonCopula(dim=3), as.matrix(x), simulation = "mult")
) ## 5.3 sec
system.time(
g.t <- gofCopula(ft@copula, as.matrix(x), simulation = "mult")
) ## 8.1 secPlease choose more modern alternatives, such as Google Chrome or Mozilla Firefox.