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Minimum Description Length

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Minimum Description Length

by William Rose

 

05 Jun 2007 (Updated 05 Jun 2007)

Computes MDL for a model.

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Description

Returns Rissanen's Minimum Description Length.
Requires System Identification toolbox.
Call it like built-in functions aic(m) and fpe(m).
Use MDL like AIC or FPE to compare models of different complexities. Choose model with lowest MDL or AIC or FPE. Pintelon & Schoukens (2001) pp. 329,550 say MDL is better than AIC; AIC tends to select a too-complex model.
Example: Compute & print MDL and AIC for an AR model of order 10.
  Data=iddata(y,[],1/Fs);
  m_fb=ar(Data,10,'fb');
  fprintf('MDL=%.3d; AIC=%.3f\n',mdl(m_fb),aic(m_fb));
William C Rose 2007-06-05.

Required Products System Identification Toolbox
MATLAB release MATLAB 7.2 (R2006a)
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Comments and Ratings (1)
30 Nov 2007 Gokul Swamy

Useful addition to the system identification tool box.

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Tag Activity for this File
Tag Applied By Date/Time
system identification William Rose 22 Oct 2008 09:14:40
mdl William Rose 22 Oct 2008 09:14:40
rissanen William Rose 22 Oct 2008 09:14:40
minimum description length William Rose 22 Oct 2008 09:14:40
mdl pietro 02 May 2011 09:27:52
minimum description length pietro 02 May 2011 09:27:53
rissanen pietro 02 May 2011 09:27:55
system identification pietro 02 May 2011 09:27:57

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