Where Should We Stop? An Investigation on Early Stopping for GP Learning

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

@InProceedings{Nguyen:2012:SEALth,
  author =       "Thi Hien Nguyen and Xuan Hoai Nguyen and Bob McKay and 
                 Quang Uy Nguyen",
  title =        "Where Should We Stop? An Investigation on Early
                 Stopping for GP Learning",
  booktitle =    "The Ninth International Conference on Simulated
                 Evolution And Learning, SEAL 2012",
  year =         "2012",
  editor =       "Lam Thu Bui and Yew-Soon Ong and Nguyen Xuan Hoai and 
                 Hisao Ishibuchi and Ponnuthurai Nagaratnam Suganthan",
  volume =       "7673",
  series =       "Lecture Notes in Computer Science",
  pages =        "391--399",
  address =      "Vietnam",
  month =        dec # " 16-19",
  organisation = "Faculty of Information Technology, Le Quy Don
                 Technical University",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-3-642-34858-7",
  DOI =          "doi:10.1007/978-3-642-34859-4_39",
  size =         "9 pages",
  abstract =     "We investigate the impact of early stopping on the
                 speed and accuracy of Genetic Programming (GP) learning
                 from noisy data. Early stopping, using a popular
                 stopping criterion, maintains the generalisation
                 capacity of GP while significantly reducing its
                 training time.",
}

Genetic Programming entries for Nguyen Thi Hien Nguyen Xuan Hoai R I (Bob) McKay Quang Uy Nguyen

Citations