Guided Search Space Genetic Programming for identifying energy aware microarchitectural designs

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{Halaby:2010:ICEAC,
  author =       "A. Halaby and M. Awad and R. Khanna",
  title =        "Guided Search Space Genetic Programming for
                 identifying energy aware microarchitectural designs",
  booktitle =    "2010 International Conference on Energy Aware
                 Computing (ICEAC)",
  year =         "2010",
  month =        "16-18 " # dec,
  abstract =     "Genetic Programming (GP) is being proposed as a
                 machine learning technique in design space exploration.
                 An evolutionary but heuristic approach by default, GP
                 basically searches the whole input space for suboptimal
                 values, which often translates into long convergence
                 times, more processing and thus inefficient resource
                 usage. We propose in this paper a Guided Search Space
                 GP (GSS-GP) approach that improves convergence time and
                 accuracy because of the limited search space it uses
                 and the fitness function designed to account for the
                 class disproportionality. Experimental results to
                 identify energy aware microarchitectural designs show
                 the merit of GSS-GP and motivate follow on research.",
  keywords =     "genetic algorithms, GSS-GP, energy aware
                 microarchitectural design, fitness function, guided
                 search space genetic programming, machine learning
                 technique, resource use, convergence, learning
                 (artificial intelligence), power aware computing,
                 search problems",
  DOI =          "doi:10.1109/ICEAC.2010.5702307",
  notes =        "fixed representation classifier. Electrical & Computer
                 Engineering, American University of Beirut, Beirut,
                 Lebanon. Also known as \cite{5702307}",
}

Genetic Programming entries for Abdallah El-Halaby Mariette Awad Rahul Khanna

Citations