<p>(Top Left) desired topology. (Top Right) Fitness vs. Generations. (Bottom) 12 examples of parent (top) – offspring (bottom) pairs. The neuronal copying algorithm is capable of sustaining evolution by natural selection to optimize the topology of a 6-neuron topology motif. The desired topology is shown on the top left. The 12 pairs of graphs show the parent (top) and offspring (bottom) networks at 100-generation intervals. The initial topology was fully connected by weak weights. The blue line in the fitness graph shows the fitness of the parent, and the red dots show the fitness of the offspring. The relationship of the blue line to the red dots shows that fitness (as defined here) is heritable for most configurations.</p
<div><p>Evolutionary pathways describe trajectories of biological evolution in the space of differen...
An important question in neuroevolution is how to gain an advantage from evolving neural network top...
Hypotheses are presented of what could be specified by genes to enable the different functional arch...
<p>(Top Left) desired topology. (Top Right) Fitness vs. Generations. (Bottom) 11 examples of parent ...
We propose a mechanism for copying of neuronal networks that is of considerable interest for neurosc...
We propose a mechanism for copying of neuronal networks that is of considerable interest for neurosc...
<p>Red arrows show new connections, and yellow arrows show lost connections. The proportion of copie...
<p>Then next generation are produced by combination of the elites (15%), crossover (55%) and mutatio...
Then next generation are produced by combination of the elites (15%), crossover (55%) and mutation (...
Neuroevolution, i.e. evolving artificial neural networks with genetic algorithms, has been highly ef...
Evolutionary pathways describe trajectories of biological evolution in the space of different varian...
Evolution is an incredibly complex process that has been the subject of scientific study for well ov...
Fitness landscapes are a powerful metaphor for understanding the evolution of biological systems. Th...
Standard evolutionary dynamics is limited by the constraints of the genetic system. A central messag...
<p>(A) a two-locus, two-allele network and (B) a more complex (hypothetical) mutational network. The...
<div><p>Evolutionary pathways describe trajectories of biological evolution in the space of differen...
An important question in neuroevolution is how to gain an advantage from evolving neural network top...
Hypotheses are presented of what could be specified by genes to enable the different functional arch...
<p>(Top Left) desired topology. (Top Right) Fitness vs. Generations. (Bottom) 11 examples of parent ...
We propose a mechanism for copying of neuronal networks that is of considerable interest for neurosc...
We propose a mechanism for copying of neuronal networks that is of considerable interest for neurosc...
<p>Red arrows show new connections, and yellow arrows show lost connections. The proportion of copie...
<p>Then next generation are produced by combination of the elites (15%), crossover (55%) and mutatio...
Then next generation are produced by combination of the elites (15%), crossover (55%) and mutation (...
Neuroevolution, i.e. evolving artificial neural networks with genetic algorithms, has been highly ef...
Evolutionary pathways describe trajectories of biological evolution in the space of different varian...
Evolution is an incredibly complex process that has been the subject of scientific study for well ov...
Fitness landscapes are a powerful metaphor for understanding the evolution of biological systems. Th...
Standard evolutionary dynamics is limited by the constraints of the genetic system. A central messag...
<p>(A) a two-locus, two-allele network and (B) a more complex (hypothetical) mutational network. The...
<div><p>Evolutionary pathways describe trajectories of biological evolution in the space of differen...
An important question in neuroevolution is how to gain an advantage from evolving neural network top...
Hypotheses are presented of what could be specified by genes to enable the different functional arch...