The curse of high-dimensional search spaces: observing premature convergence in unimodal functions.
Ralf SalomonPublished in: IEEE Congress on Evolutionary Computation (2004)
Keyphrases
- high dimensional
- premature convergence
- solution space
- genetic algorithm ga
- search space
- differential evolution
- mutation operator
- high dimensional data
- particle swarm
- low dimensional
- hybrid algorithm
- high dimensionality
- convergence speed
- dimensionality reduction
- global search
- convergence rate
- global optima
- adaptive mutation
- evolutionary programming
- simulated annealing
- pso algorithm
- search capabilities
- crossover and mutation
- population diversity
- dimension reduction
- data points
- feature space
- clonal selection
- nearest neighbor
- genetic algorithm
- evolutionary search
- search algorithm
- fitness function
- branch and bound
- evolutionary algorithm
- mutation operation
- optimal solution
- neural network
- metaheuristic
- artificial intelligence
- particle swarm optimization algorithm
- multi objective
- np hard
- global optimization
- particle swarm optimization
- optimization algorithm