[R] changepoint analysis
Jim Lindsey
james.lindsey at luc.ac.be
Thu Sep 12 08:11:12 CEST 2002
>
> Hi, all,
> I'd like to find one or more changepoints in a dataset
> eg
> for data like
> 0.9 1 0.8 0.8 0.85 0.3 0.9 0.9 0.9 1.1
>
> 0.3 is unlikely a changepoint
>
> but for data like
> 0.9 1 0.8 0.8 0.85 0.3 0.2 0.2 0.1 0.2 0.3
> 0.3 is a change point
>
> I am wondering is there any function can do changepoint analysis?
Two possible approaches are:
1. use a two-state hidden Markov model (for example, using the
function hidden in my repeated library) or
2. write a nonlinear regression function with the changepoint as a
parameter (using virtually any of the functions in any of my libraries
because almost all handle nonlinear regression) but, because of the
discontinuity, it is best to iterate through a series of possible
values of the changepoint and choose the best log likelihoods.
libraries at www.luc.ac.be/~jlindsey/rcode.html
Jim
>
>
> Ying Fan
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