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R code for variable selection and dimension reduction of time series data using vector autoregression

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varhi

R code for variable selection and dimension reduction of time series data using vector autoregression.

R Script

VarhiScript_QWI.r provides analysis for the paper "Variable targeting and reduction in large vector autoregressions with applications to workforce indicators", Journal of Applied Statistics.

main functions

  • varhi.getaux.r
  • varhi.build.r
  • varhi.refine.r
  • varhi.fitmodel.r
  • varhi.checkmodel.r
  • varhi.foreval.r
  • varhi.forecomp.r
  • varhi.lasso.r
  • varhi.genvar.r
  • varhi.select.r

secondary functions

  • specFact.r
  • specFactmvar.r
  • VARMAauto.r
  • autoVARMA.r
  • VAR2Wold.r
  • getGUCD.r
  • spec.ridge.r

data sets

  • gdpur_data.dat
  • qwiEmp.dat
  • qwiHires.dat
  • qwiSeps.dat
  • qwiJC.dat
  • qwiJD.dat
  • qwiEarn.dat

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R code for variable selection and dimension reduction of time series data using vector autoregression

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