VALIS: an evolutionary classification algorithm

@article{Karpov2018VALISAE,
  title={VALIS: an evolutionary classification algorithm},
  author={P. Karpov and Giovanni Squillero and A. Tonda},
  journal={Genetic Programming and Evolvable Machines},
  year={2018},
  volume={19},
  pages={453-471}
}
  • P. Karpov, Giovanni Squillero, A. Tonda
  • Published 2018
  • Computer Science
  • Genetic Programming and Evolvable Machines
  • VALIS is an effective and robust classification algorithm with a focus on understandability. Its name stems from Vote-ALlocating Immune System, as it evolves a population of artificial antibodies that can bind to the input data, and performs classification through a voting process. In the beginning of the training, VALIS generates a set of random candidate antibodies; at each iteration, it selects the most useful ones to produce new candidates, while the least, are discarded; the process is… CONTINUE READING
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