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Norli Bokhandel

Swarm Intelligence and Evolutionary Computation - Theory, Advances and Applications in Machine Learning and Deep Learning

2023, Innbundet, Engelsk

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The aim of this book is to present and analyse theoretical advances and also emerging practical applications of swarm and evolutionary intelligence. It comprises nine chapters. Chapter 1 provides a theoretical introduction of the computational optimization techniques regarding the gradient-based methods such as steepest descent, conjugate gradient, newton and quasi-Newton methods and also the non-gradient methods such as genetic algorithm and swarm intelligence algorithms. Chapter 2, discusses evolutionary computation techniques and genetic algorithm. Swarm intelligence theory and particle swarm optimization algorithm are reviewed in Chapter 3. Also, several variations of particle swarm optimization algorithm are analysed and explained such as Geometric PSO, PSO with mutation, Chaotic PSO with mutation, multi-objective PSO and Quantum mechanics - based PSO algorithm. Chapter 4 deals with two essential colony bio-inspired algorithms: Ant colony optimization (ACO) and Artificial bee colo

Produktegenskaper

  • Forlag/Utgiver

    SD Books
  • Format

    Innbundet
  • Språk

    Engelsk
  • Utgivelsesår

    2023
  • Antall sider

    204
  • Varenummer

    9781032162508

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