Analysis of Selected Evolutionary Algorithms in Feature Selection and Parameter Optimization for Data Based Tumor Marker Modeling

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@InProceedings{2735,
  author =       "Stephan M. Winkler and Michael Affenzeller and 
                 Gabriel K. Kronberger and Michael Kommenda and 
                 Stefan Wagner and Witold Jacak and Herbert Stekel",
  title =        "Analysis of Selected Evolutionary Algorithms in
                 Feature Selection and Parameter Optimization for Data
                 Based Tumor Marker Modeling",
  booktitle =    "Computer Aided Systems Theory, EUROCAST 2011",
  year =         "2012",
  editor =       "Roberto Moreno-Diaz and Franz Pichler and 
                 Alexis Quesada-Arencibia",
  volume =       "6927",
  series =       "Lecture Notes in Computer Science",
  pages =        "335--342",
  month =        feb,
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-3-642-27549-4",
  URL =          "https://link.springer.com/chapter/10.1007/978-3-642-27549-4_43",
  DOI =          "doi:10.1007/978-3-642-27549-4_43",
  abstract =     "In this paper we report on the use of evolutionary
                 algorithms for optimizing the identification of
                 classification models for selected tumour markers. Our
                 goal is to identify mathematical models that can be
                 used for classifying tumor marker values as normal or
                 as elevated; evolutionary algorithms are used for
                 optimizing the parameters for learning classification
                 models. The sets of variables used as well as the
                 parameter settings for concrete modelling methods are
                 optimized using evolution strategies and genetic
                 algorithms. The performance of these algorithms is
                 analysed as well as the population diversity progress.
                 In the empirical part of this paper we document
                 modeling results achieved for tumour markers CA 125 and
                 CYFRA using a medical data base provided by the Central
                 Laboratory of the General Hospital Linz; empirical
                 tests are executed using HeuristicLab.",
}

Genetic Programming entries for Stephan M Winkler Michael Affenzeller Gabriel Kronberger Michael Kommenda Stefan Wagner Witold Jacak Herbert Stekel

Citations