Genetic Algorithms
Citations
14,635 citations
Cites background from "Genetic Algorithms"
... estimated (and then exploited) through repeated NN evaluations. RL NNs can also be evolved through Evolutionary Algorithms (EAs) (Rechenberg, 1971; Schwefel, 1974; Holland, 1975; Fogel et al., 1966; Goldberg, 1989) in a series of trials. Here several policies are represented by a population of NNs improved through mutations and/or repeated recombinations of the population’s fittest individuals (e.g., Montana and...
[...]
[...]
10,082 citations
7,090 citations
5,521 citations
Cites background or methods from "Genetic Algorithms"
....,d. The global mimimum is f∗ ≈ −1.801 for d = 2, while f∗ ≈ −4.6877 for d = 5. 4.3 Comparison of CS with PSO and GA Recent studies indicate that PSO algorithms can outperform genetic algorithms (GA) [8] and other conventional algorithms for many optimization problems. This can partly be attributed to the broadcasting ability of the current best estimates which potentially gives better and quicker co...
[...]
...l fireflies [2, 3, 6, 21, 22]. These nature-inspired metaheuristic algorithms have been used in a wide range of optimization problems, including NP-hard problems such as the travelling salesman problem [2, 3, 6, 8, 10, 21]. The power of almost all modern metaheuristics comes from the fact that they imitate the best feature in nature, especially biological systems evolved from natural selection over millions of years. T...
[...]
3,626 citations
References
52,797 citations
12,212 citations
"Genetic Algorithms" refers background in this paper
...There are many publications which give excellent introductions to genetic algorithms: see Holland (1975), Davis (1987), Goldberg (1989b), Davis (1991), Beasley et al. (1993), Forrest (1993), Reeves (1995), Michalewicz (1996), Mitchell (1996), Falkenauer (1998), Coley (1999), and Man et al. (1999)....
[...]
7,098 citations
"Genetic Algorithms" refers background in this paper
...There are many publications which give excellent introductions to genetic algorithms: see Holland (1975), Davis (1987), Goldberg (1989b), Davis (1991), Beasley et al. (1993), Forrest (1993), Reeves (1995), Michalewicz (1996), Mitchell (1996), Falkenauer (1998), Coley (1999), and Man et al. (1999)....
[...]
6,758 citations
"Genetic Algorithms" refers background in this paper
...There are many publications which give excellent introductions to genetic algorithms: see Holland (1975), Davis (1987), Goldberg (1989b), Davis (1991), Beasley et al. (1993), Forrest (1993), Reeves (1995), Michalewicz (1996), Mitchell (1996), Falkenauer (1998), Coley (1999), and Man et al. (1999)....
[...]
4,817 citations