New package: rgenoud

Jasjeet Singh Sekhon jasjeet_sekhon at harvard.edu
Mon Oct 21 09:24:18 CEST 2002



We would like to announce the availability on CRAN of a new package:
R-GENetic Optimization Using Derivatives (RGENOUD).  Although RGENOUD
is new to CRAN, it has been used for a couple of years both by our
research group and others.  The current version is 1.19.

DESCRIPTION:
Package: rgenoud
Version: 1.19
Date: 2002-10-19
Title: R version of GENetic Optimization Using Derivatives
Author: Walter R. Mebane, Jr. <wrm1 at cornell.edu>,
 Jasjeet Singh Sekhon <jasjeet_sekhon at harvard.edu> 
Maintainer: Jasjeet Singh Sekhon <jasjeet_sekhon at harvard.edu>
Depends: R (>= 1.4.1)
Description: A genetic algorithm plus derivative optimizer
License: GPL version 2 or newer
URL: http://jsekhon.fas.harvard.edu/rgenoud/


INDEX:
genoud                  GENetic Optimization Using Derivatives 


GENOUD is a function that combines evolutionary algorithm methods with
a derivative-based, quasi-Newton method to solve difficult
unconstrained optimization problems.  GENOUD is made to solve problems
that are nonlinear or perhaps even discontinuous in the parameters of
the function to be optimized.  When a statistical model's estimating
function (for example, a log-likelihood) is nonlinear in the model's
parameters, the function to be optimized will usually not be globally
concave and may contain irregularities such as saddlepoints or
discontinuous jumps.  Optimization methods that rely on derivatives of
the objective function may be unable to find any optimum at all.
Multiple local optima may exist, so that there is no guarantee that a
derivative-based method will converge to the global optimum.  On the
other hand, algorithms that do not use derivative information (such as
pure GAs) are for many problems needlessly poor at local hill
climbing.  Most statistical problems are regular in the neighborhood
of the solution.  Therefore, for some portion of the search space
derivative information is useful.

For more information please visit
http://jsekhon.fas.harvard.edu/rgenoud/


We look forward to receiving questions, comments and suggestions.
Please send them to Jasjeet Sekhon <jasjeet_sekhon at harvard.edu>.

Walter R. Mebane, Jr. <wrm1 at cornell.edu>
Associate Professor, Cornell University
http://macht.arts.cornell.edu/wrm1
Office: 607/255-3868  Fax:  607/255-4530

Jasjeet S. Sekhon <jasjeet_sekhon at harvard.edu>
Assistant Professor, Harvard University
http://jsekhon.fas.harvard.edu/
Office: 617.496.2426 Fax: 617.496.5149
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