Re: [R] Fast logistic regression

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From: Prof Brian Ripley (ripley@stats.ox.ac.uk)
Date: Thu 25 Dec 2003 - 18:42:21 EST


Message-id: <Pine.LNX.4.44.0312250737340.20098-100000@gannet.stats>

On Thu, 25 Dec 2003, Masahiko AIDA wrote:

> Is there any faster implementation of logistic regression
> than glm function in base package in R?
>
> I am working on simulation study and discovered glm fitting part is the
> bottle neck of my program.

Have you tried profiling (see Writing R Extensions)? It may not be the
actual fitting but, say, the extraction of the model matrix which is slow.
You could call glm.fit() directly if it produces all you need. In a
well-behaved problem you are not going to get anything much faster than
glm.fit without going entirely to compiled code (which is an option for
you, of course).

-- 
Brian D. Ripley,                  ripley@stats.ox.ac.uk
Professor of Applied Statistics,  http://www.stats.ox.ac.uk/~ripley/
University of Oxford,             Tel:  +44 1865 272861 (self)
1 South Parks Road,                     +44 1865 272866 (PA)
Oxford OX1 3TG, UK                Fax:  +44 1865 272595

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