Introducing an Age-Varying Fitness Estimation Function

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@InCollection{Hodjat:2012:GPTP,

• author = "Babak Hodjat and Hormoz Shahrzad",
• title = "Introducing an Age-Varying Fitness Estimation Function",
• booktitle = "Genetic Programming Theory and Practice X",
• year = "2012",
• series = "Genetic and Evolutionary Computation",
• editor = "Rick Riolo and Ekaterina Vladislavleva and Marylyn D. Ritchie and Jason H. Moore",
• publisher = "Springer",
• chapter = "5",
• pages = "59--71",
• address = "Ann Arbor, USA",
• month = "12-14 " # may,
• keywords = "genetic algorithms, genetic programming, Evolutionary Computation, Fitness Functions, Distribution, Large Data",
• isbn13 = "978-1-4614-6845-5",
• URL = "http://dx.doi.org/10.1007/978-1-4614-6846-2_5",
• DOI = "doi:10.1007/978-1-4614-6846-2_5",
• abstract = "We present a method for estimating fitness functions that are computationally expensive for an exact evaluation. The proposed estimation method applies a number of partial evaluations based on incomplete information or uncertainties. We show how this method can yield results that are close to similar methods where fitness is measured over the entire dataset, but at a fraction of the speed or memory usage, and in a parallelisable manner. We describe our experience in applying this method to a real world application in the form of evolving equity trading strategies.",
• notes = "part of \cite{Riolo:2012:GPTP} published after the workshop in 2013",

}

Genetic Programming entries for Babak Hodjat Hormoz Shahrzad

Citations