Guia docente 2023_24
Escola Superior de Enxeñaría Informática
Máster universitario en Inteligencia artificial
 Subjects
  Evolutionary computation
   Contents
Topic Sub-topic
Introduction to algorithms of optimisation General scheme of evolutionary algorithms.
Basic concepts: search domain, constraints, penalties.
No Free Lunch theorem.
Basic concepts of multi-objective optimization.
Paradigms and meta-heuristic of nature-inspired algorithms Bio-inspired metaheuristics.
Swarm intelligence.
Specific algorithms of evolutionary computation Genetic algorithms.
Evolutionary strategies.
Genetic programming.
Examples of swarm intelligence: Particle Swarm Optimization, Arficial Bee Algorithm, Bacterial Colony Optimization, Ant Algorithms.
Examples of other bio-inspired evolutionary algorithms.
Advances in the automatic adaptation of evolutionary algorithms Automatic adaptation of the defining parameters of an evolutionary algorithm.
Aplication of memetic algorithms (local search at individuals in population based algorithms).
Use of hyper-heuristics.
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