highfrequency (version 0.6.5)

rQPVar: Realized quad-power variation of highfrequency return series.

Description

Function returns the realized quad-power variation, defined in Andersen et al. (2012).

Assume there is \(N\) equispaced returns in period \(t\). Let \(r_{t,i}\) be a return (with \(i=1, \ldots,N\)) in period \(t\).

Then, the rQPVar is given by $$ \mbox{rQPVar}_{t}=N*\frac{N}{N-3} \left(\frac{\pi^2}{4} \right)^{-4} \mbox({|r_{t,i}|} {|r_{t,i-1}|} {|r_{t,i-2}|} {|r_{t,i-3}|}) $$

Usage

rQPVar(rdata, align.by = NULL, align.period = NULL, makeReturns = FALSE)

Arguments

rdata

a zoo/xts object containing all returns in period t for one asset.

align.by

a string, align the tick data to "seconds"|"minutes"|"hours".

align.period

an integer, align the tick data to this many [seconds|minutes|hours].

makeReturns

boolean, should be TRUE when rdata contains prices instead of returns. FALSE by default.

Value

numeric

References

Andersen, T. G., D. Dobrev, and E. Schaumburg (2012). Jump-robust volatility estimation using nearest neighbor truncation. Journal of Econometrics, 169(1), 75- 93.

Examples

# NOT RUN {
data(sample_tdata)
rQPVar(rdata= sample_tdata$PRICE, align.by= "minutes", align.period =5, makeReturns= TRUE)
rQPVar

# }