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Re: [Help-gsl] Comments/questions about BFGS algorithm implemented for t
From: |
Brian Gough |
Subject: |
Re: [Help-gsl] Comments/questions about BFGS algorithm implemented for the GSL |
Date: |
Tue, 18 Apr 2006 20:38:40 +0100 |
Alan W. Irwin writes:
> But why does it take so long (119 iterations) to get to the final rapid
> convergence phase (both for the GSL C version and my fortran implementation
> of the same algorithm)? In Fletcher's book, "Practical Methods of
> Optimization", 2nd edition, the problem only requires 21 iterations to
> converge (see Table 3.5.1) with Fletcher's own BFGS code. Although, my
> experients showed the L-BFGS-B implementation is fundamentally non-robust,
> for this test function it seems to be okay, and it converges in 39
> iterations confirming there is something wrong with the efficiency of the
> preliminary convergence steps in the GSL case.
>
> I suspect there is a substantial inefficiency problem with the GSL line-
> search implementation (since the BFGS update part is completely
> straightforward). I am not any sort of expert in this field though so I
> cannot pin down where the problem is occurring, but a superficial google
> search reveals a number of complaints about the GSL minimization efficiency.
Thanks for your thoughtful comments. I agree that the line
minimisation is a likely suspect and has room for improvement. What
line minimisation method is used by Fletcher and what criteria for
stopping each line minimisation? (I don't have the book but I will see
about getting it).
--
Brian Gough
Network Theory Ltd,
Publishing the GSL Manual - http://www.network-theory.co.uk/gsl/manual/