Genetic programming: A novel method for the quantitative analysis of pyrolysis mass spectral data

Created by W.Langdon from gp-bibliography.bib Revision:1.3949

@Article{gilbert:1997:,
  author =       "Richard J. Gilbert and Royston Goodacre and 
                 Andrew M. Woodward and Douglas B. Kell",
  title =        "Genetic programming: A novel method for the
                 quantitative analysis of pyrolysis mass spectral data",
  journal =      "ANALYTICAL CHEMISTRY",
  year =         "1997",
  volume =       "69",
  number =       "21",
  pages =        "4381--4389",
  keywords =     "genetic algorithms, genetic programming",
  URL =          "http://pubs.acs.org/journals/ancham/article.cgi/ancham/1997/69/i21/pdf/ac970460j.pdf",
  DOI =          "doi:10.1021/ac970460j",
  size =         "9 pages",
  abstract =     "A technique for the analysis of multivariate data by
                 genetic programming (GP) is described, with particular
                 reference to the quantitative analysis of orange juice
                 adulteration data collected by pyrolysis mass
                 spectrometry (PyMS). The dimensionality of the input
                 space was reduced by ranking variables according to
                 product moment correlation or mutual information with
                 the outputs. The GP technique as described gives
                 predictive errors equivalent to, if not better than,
                 more widespread methods such as partial least squares
                 and artificial neural networks but additionally can
                 provide a means for easing the interpretation of the
                 correlation between input and output variables. The
                 described application demonstrates that by using the GP
                 method for analyzing PyMS data the adulteration of
                 orange juice with 10% sucrose solution can be
                 quantified reliably over a 0-20% range with an RMS
                 error in the estimate of ? 1%.",
  notes =        "

                 ",
}

Genetic Programming entries for Richard J Gilbert Royston Goodacre Andrew M Woodward Douglas B Kell

Citations