[R] Code for Hodrick-Prescott Filter: Special Case of smooth. spline?
Nick Davis
Nick.Davis at treasury.govt.nz
Thu Dec 13 21:28:38 CET 2001
I've had a play with this and, due to my own short-comings, remain none the
wiser.
In particular, I'm not sure what value of 'spar' is consistent with the
magic lambda=1/1600 for quarterly data.
I initially interpreted spar as lambda and tried setting spar=1/1600. This
results in almost no smoothing while spar=1600 causes an error. The
smooth.spline function seems to want something in the region of 0 to 1. The
closer spar is to 1, the greater the smoothing. A closer look at the R
documentation revealed that:
The computational lambda used (as a function of `spar') is lambda = r *
256^(3*spar - 1) where r = tr(X' W^2 X) / tr(Sigma), Sigma is the matrix
given by Sigma[i,j] = Integral B''[i](t) B''[j](t) dt, X is given by X[i,j]
= B[j](x[i]), W^2 is the diagonal matrix of scaled weights, `W = diag(w)/n'
(i.e., the identity for default weights), and B[k](.) is the k-th B-spline.
I admit to being a bit confused by the matrix algebra. It appears to come
down to knowing 'r' so that 'spar' can be derived by imposing a constraint
on lambda.
If anyone can shed some light on this it would be much appreciated. A
general answer would be nice as I don't always work with quarterly data.
Thanks & Regards,
Nick Davis
-----Original Message-----
From: Roger Koenker [mailto:roger at ysidro.econ.uiuc.edu]
Sent: Thursday, 6 December 2001 11:03 a.m.
To: Nick Davis
Cc: r-help at stat.math.ethz.ch
Subject: Re: [R] Code for Hodrick-Prescott Filter
This is a special case of smooth.spline in modreg.
url: http://www.econ.uiuc.edu Roger Koenker
email roger at ysidro.econ.uiuc.edu Department of Economics
vox: 217-333-4558 University of Illinois
fax: 217-244-6678 Champaign, IL 61820
On Thu, 6 Dec 2001, Nick Davis wrote:
> Has anyone written any code for the Hodrick-Prescott filter? I have a
some
> uncompiled FORTRAN code from Ed Prescott but I'd like to save myself some
> programming time if possible. Thanks for your help.
>
> Nick Davis
> Crown Financial Policy
> Asset and Liability Management Branch
> The New Zealand Treasury
>
> Direct: +64-4-471-5924
> Fax: +64-4-499-0143
> Email: mailto:nick.davis at treasury.govt.nz
> Web: www.treasury.govt.nz
> Research: www.treasury.govt.nz/workingpapers
>
>
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