Supposetheq vectortimeseriesyt followsaVARq(p)modelwith yt= p r=1 ryt r+ t t N(0V) withindependent innovations tovertime. (a) Showthat themodel
Question:
Supposetheq vectortimeseriesyt followsaVARq(p)modelwith yt=
p r=1 ryt r+ t t N(0V)
withindependent innovations tovertime.
(a) Showthat themodel canbewrittenasyt = Ft+ t for some regressionvectorFtandmatrixparameter .Givethede nitionsof Ft and andcommentontheirdimensions.Thisresultshowsthat theVARmodelcanbecastasamultivariateDLMwithveryspeci c structure.The followingChapter10, particularlySection10.2, dis cussestheimportantbroaderclassofexchangeabletimeseries(com moncomponents)models; thisexerciseshowsthatVARmodelsare aspecialsubsetofthisbroaderclass.
(b)Howcanyouextendthismodel to includeanonzero level for the series?Whatchangestothede nitionsofFt doesthisentail?
(c) Supposeq=400withtheytj being400dailystockprices fromthe S&P500,andamodelersuggestsaVARq(3)model-upto3dayslags mightcaptureatleastsomeaspectsofprice momentum. Assuming thebasicideaofsuchamodel isattractive,whatkindsofstatistical issuesdoyouseearising?
Step by Step Answer:
Time Series Modeling Computation And Inference
ISBN: 9781498747028
2nd Edition
Authors: Raquel Prado, Marco A. R. Ferreira, Mike West