Applying correlation to enhance boosting technique using genetic programming as base learner
Created by W.Langdon from
gp-bibliography.bib Revision:1.7975
- @Article{deSouza:2010:AI,
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title = "Applying correlation to enhance boosting technique
using genetic programming as base learner",
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author = "Luzia Vidal {de Souza} and Aurora Pozo and
Joel Mauricio Correa {da Rosa} and Anselmo Chaves Neto",
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journal = "Applied Intelligence",
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year = "2010",
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number = "3",
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volume = "33",
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pages = "291--301",
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keywords = "genetic algorithms, genetic programming",
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publisher = "Springer Netherlands",
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ISSN = "0924-669X",
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DOI = "doi:10.1007/s10489-009-0166-y",
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size = "11 pages",
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abstract = "This paper explores the Genetic Programming and
Boosting technique to obtain an ensemble of regressors
and proposes a new formula for the updating of weights,
as well as for the final hypothesis. Differently from
studies found in the literature, in this paper we
investigate the use of the correlation metric as an
additional factor for the error metric. This new
approach, called Boosting using Correlation
Coefficients (BCC) has been empirically obtained after
trying to improve the results of the other methods. To
validate this method, we conducted two groups of
experiments. In the first group, we explore the BCC for
time series forecasting, in academic series and in a
widespread Monte Carlo simulation covering the entire
ARMA spectrum. The Genetic Programming (GP) is used as
a base learner and the mean squared error (MSE) has
been used to compare the accuracy of the proposed
method against the results obtained by GP, GP using
traditional boosting and the traditional statistical
methodology (ARMA). The second group of experiments
aims at evaluating the proposed method on multivariate
regression problems by choosing Cart (Classification
and Regression Tree) as the base learner.",
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affiliation = "University of Parana (UFPR), CP 19:081, CEP: 81531-970
Curitiba, Brazil",
- }
Genetic Programming entries for
Luzia Vidal de Souza
Aurora Trinidad Ramirez Pozo
Joel Mauricio Correa da Rosa
Anselmo Chaves Neto
Citations