Learning a Lot from Only a Little: Genetic Programming for Panel Segmentation on Sparse Sensory Evaluation Data

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@InProceedings{Vladislavleva:2010:EuroGP,
  author =       "Katya Vladislavleva and Kalyan Veeramachaneni and 
                 Una-May O'Reilly",
  title =        "Learning a Lot from Only a Little: Genetic Programming
                 for Panel Segmentation on Sparse Sensory Evaluation
                 Data",
  booktitle =    "Proceedings of the 13th European Conference on Genetic
                 Programming, EuroGP 2010",
  year =         "2010",
  editor =       "Anna Isabel Esparcia-Alcazar and Aniko Ekart and 
                 Sara Silva and Stephen Dignum and A. Sima Uyar",
  volume =       "6021",
  series =       "LNCS",
  pages =        "244--255",
  address =      "Istanbul",
  month =        "7-9 " # apr,
  organisation = "EvoStar",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming, Symbolic
                 regression, Pareto GP, panel segmentation, survey
                 modeling, hedonic, sensory evaluation, GP, ensembles",
  isbn13 =       "978-3-642-12147-0",
  DOI =          "doi:10.1007/978-3-642-12148-7_21",
  abstract =     "We describe a data mining framework that derives
                 panelist information from sparse flavour survey data.
                 One component of the framework executes genetic
                 programming ensemble based symbolic regression. Its
                 evolved models for each panelist provide a second
                 component with all plausible and uncorrelated
                 explanations of how a panelist rates flavours. The
                 second component bootstraps the data using an ensemble
                 selected from the evolved models, forms a probability
                 density function for each panelist and clusters the
                 panelists into segments that are easy to please,
                 neutral, and hard to please.",
  notes =        "Part of \cite{Esparcia-Alcazar:2010:GP} EuroGP'2010
                 held in conjunction with EvoCOP2010 EvoBIO2010 and
                 EvoApplications2010",
}

Genetic Programming entries for Ekaterina (Katya) Vladislavleva Kalyan Veeramachaneni Una-May O'Reilly

Citations