s-news
[Top] [All Lists]

Structural Modeling and the Kalman Filter

To: Splus Mailing list <s-news@lists.biostat.wustl.edu>
Subject: Structural Modeling and the Kalman Filter
From: Carole Birrell <cbirrell@uow.edu.au>
Date: Thu, 29 Jan 2004 11:12:14 +1100
User-agent: Mozilla/5.0 (Windows; U; Windows NT 5.1; en-US; rv:1.0.2) Gecko/20030208 Netscape/7.02
Summary of Responses

Thank you to everyone who responded to the following query so quickly.  A summary of the responses are below the original message.

Could anyone  tell me if  SPLUS (or R) will handle structural time series models. The general approach of first putting the structural model into state space form and then using the Kalman filter is what I am hoping to do.
I can't seem to find any mention of it in the help files or the manuals.
If not, could anyone recommend any other software (I know about STAMP but do not have it as this point).
Carole.


SPLUS
In SPLUS, there is a module called ‘FinMetrics’ which will handle general state space models using the Kalman filter.  S+ FinMetrics includes the Ssfpack software, which is the same code used underneath STAMP.

References for this module are:
a)    Eric Zivot’s homepage has a survey paper.  http://faculty.washington.edu/ezivot  
b)    The following book handles structural time series models (STSM) with state-space representation (page 511)  see http://faculty.washington.edu/ezivot/modelingFinancialTimeSeries.htm
 
R
In R, there is a module called ‘dse’ which does state space modeling and has both a Kalman filter and Kalman smoother.  (from ‘dse’ in CRAN.)  User’s guide in directory dse1/inst/doc.  
NB. The code does not handle time-varying models.  It can handle non-innovations form of state space models.

Also in R there is a package called ‘sem’ which handles structural equations.
Try StructTS() in the Help library [library (help=ts)] in the current R 1.8.1.

Other Software :  OX or RATS

Many thanks to:  Don McKenzie, Prof Brian Ripley, Eric Zivot, Erin Hodges, Henrik Nielsen, Laurent Ferrara, Jeffrey Wang , Paul Gilbert, Fernando Tusell, Mark Leeds, Achim Zeiles, Sven Knudsen.


<Prev in Thread] Current Thread [Next in Thread>
  • Structural Modeling and the Kalman Filter, Carole Birrell <=