Identifying Similarities in TMBL Programs with Alignment to Quicken Their Compilation for GPUs

Created by W.Langdon from gp-bibliography.bib Revision:1.4208

  author =       "Tony E. Lewis and George D. Magoulas",
  title =        "Identifying Similarities in TMBL Programs with
                 Alignment to Quicken Their Compilation for GPUs",
  booktitle =    "GECCO 2011 Computational intelligence on consumer
                 games and graphics hardware (CIGPU)",
  year =         "2011",
  editor =       "Simon Harding and W. B. Langdon and Man Leung Wong and 
                 Garnett Wilson and Tony Lewis",
  isbn13 =       "978-1-4503-0690-4",
  keywords =     "genetic algorithms, genetic programming, Artificial
                 Intelligence, Automatic Programming, program synthesis,
                 Performance, Tweaking Mutation Behaviour Learning
                 (TMBL), Alignment, Graphics Card, Graphics Processing
                 Unit, GPU, CUDA",
  pages =        "447--454",
  month =        "12-16 " # jul,
  organisation = "SIGEVO",
  address =      "Dublin",
  publisher =    "ACM",
  publisher_address = "New York, NY, USA",
  DOI =          "doi:10.1145/2001858.2002032",
  size =         "8 pages",
  abstract =     "The most impressive accelerations of Genetic
                 Programming (GP) using the Graphics Processing Unit
                 (GPU) have been achieved by dynamically compiling new
                 GPU code for each batch of individuals to be evaluated.
                 This approach suffers an overhead in compilation time.
                 We aim to reduce this penalty by pre-processing the
                 individuals to identify and draw out their
                 similarities, hence reducing duplication in compilation
                 work. We use this approach with Tweaking Mutation
                 Behaviour Learning (TMBL), a form focused on long term
                 fitness growth. For individuals of 300 instructions,
                 the technique is found to reduce compilation time 4.817
                 times whilst only reducing evaluation speed by
  notes =        "wk307c-lewis.pdf Computational Intelligence on
                 Consumer Games and Graphics Hardware Also known as
                 \cite{2002032} Distributed on CD-ROM at GECCO-2011.

                 ACM Order Number 910112.",

Genetic Programming entries for Tony Lewis George D Magoulas