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Evolving Digital Circuits for the Knapsack Problem

Neural and Evolutionary Computing 2021-09-28 v1 Artificial Intelligence

Abstract

Multi Expression Programming (MEP) is a Genetic Programming variant that uses linear chromosomes for solution encoding. A unique feature of MEP is its ability of encoding multiple solutions of a problem in a single chromosome. In this paper we use Multi Expression Programming for evolving digital circuits for a well-known NP-Complete problem: the knapsack (subset sum) problem. Numerical experiments show that Multi Expression Programming performs well on the considered test problems.

Cite

@article{arxiv.2109.13107,
  title  = {Evolving Digital Circuits for the Knapsack Problem},
  author = {Mihai Oltean and Crina Groşan and Mihaela Oltean},
  journal= {arXiv preprint arXiv:2109.13107},
  year   = {2021}
}

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8 pages