Predicting the Tide with Genetic Programming and Semantic-Based Crossovers

Created by W.Langdon from gp-bibliography.bib Revision:1.4524

  author =       "Nguyen Quang Uy and Michael O'Neill and 
                 Nguyen Xuan Hoai",
  title =        "Predicting the Tide with Genetic Programming and
                 Semantic-Based Crossovers",
  booktitle =    "KSE 2010 The Second International Conference on
                 Knowledge and Systems Engineering",
  year =         "2010",
  address =      "Hanoi, Vietname",
  month =        "7-9 " # oct,
  organization = "IEEE Computer Society",
  publisher =    "IEEE Press",
  editor =       "The Long Pham and Ngoc Binh Nguyen",
  pages =        "89--95",
  keywords =     "genetic algorithms, genetic programming, Italy, MSSC,
                 Venice Lagoon, most semantic similarity-based
                 crossover, standard crossover, time series, validation
                 sets, programming language semantics, set theory, time
  DOI =          "doi:10.1109/KSE.2010.7",
  size =         "7 pages",
  abstract =     "This paper proposes an improvement of a recently
                 proposed semantic-based crossover, Semantic
                 Similarity-based Crossover (SSC)[27]. The new
                 crossover, called the Most Semantic Similarity-based
                 Crossover (MSSC), is tested with Genetic Programming
                 (GP) on a real world problem, as in predicting the tide
                 in Venice Lagoon, Italy. The results are compared with
                 GP using Standard Crossover (SC) and GP using
                 validation sets. The comparative results show that
                 while using validation sets give only limited effect,
                 using semantic-based crossovers, especially MSSC,
                 remarkably improve the ability of GP to predict time
                 series for the tested problem. Further analysis on GP
                 code bloat helps to explain the reason behind this
                 superiority of MSSC.",
  notes =        " Also known as

Genetic Programming entries for Quang Uy Nguyen Michael O'Neill Nguyen Xuan Hoai