Martijho-PathNet-search-plots
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- | + | = Population Diversity = | |
- | + | == Diversity metrics == | |
Three different diversity calculations have been performed, which resulted in three similar diversity messures: | Three different diversity calculations have been performed, which resulted in three similar diversity messures: | ||
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- | | [[File:Average_population_diversity_pairwise_hamming.png|300px|thumb|upright|alt=Hamming distance|Pairwise Hamming distance | + | | [[File:Average_population_diversity_pairwise_hamming.png|300px|thumb|upright|alt=Hamming distance|Pairwise Hamming distance: Calculated for each layer and then averaged across each path. This plot took 22 minutes and 40 seconds to generate.]] |
- | | [[File:Average_population_diversity_homemade.png|thumb|300px|upright|alt=Homemade distance|This diversity metric resulted in a scaled version of Pairwise Hamming, but took only 36 seconds to generate. See description below]] | + | | [[File:Average_population_diversity_homemade.png|thumb|300px|upright|alt=Homemade distance|Homemade diversity metric: This diversity metric resulted in a scaled version of Pairwise Hamming, but took only 36 seconds to generate. See description below]] |
- | | [[File:Average_population_diversity_euclidean_centroid.png|thumb|300px|alt=Euclidean distance|Calculated by averaging the euclidean distance between every genotype in a generation, and a "centroid genotype". The plot was generated in 40 seconds]] | + | | [[File:Average_population_diversity_euclidean_centroid.png|thumb|300px|alt=Euclidean distance|Average euclidean distance to centroid: Calculated by averaging the euclidean distance between every genotype in a generation, and a "centroid genotype". The plot was generated in 40 seconds]] |
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- | + | == Home-made for each layer == | |
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| [[File:Population_diversity_recomb.png|300px|thumb|upright|alt=Population diversity in recomb search|Average population diversity for each layer in generation. Experiment: Recomb]] | | [[File:Population_diversity_recomb.png|300px|thumb|upright|alt=Population diversity in recomb search|Average population diversity for each layer in generation. Experiment: Recomb]] | ||
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- | + | = Path size = | |
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| [[File:Average_path_size.png|300px|thumb|upright|alt=Path size|The change in average path size for each generation. ]] | | [[File:Average_path_size.png|300px|thumb|upright|alt=Path size|The change in average path size for each generation. ]] | ||
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- | + | = Capacity and Reuse = | |
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| [[File:Capacity_pr_generation.png|300px|thumb|upright|alt=Capacity development during search|Average number of modules used during the different searches plotted consecutively. The gray dotted line is what number of modules would be used if modules were selected randomly for each task.]] | | [[File:Capacity_pr_generation.png|300px|thumb|upright|alt=Capacity development during search|Average number of modules used during the different searches plotted consecutively. The gray dotted line is what number of modules would be used if modules were selected randomly for each task.]] | ||
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- | + | = Training = | |
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| [[File:Training_accuracy.png|300px|thumb|upright|alt=Training accuracy|Average training accuracy for each of the five search algorithms during the search for each task. The dotted line is the validation accuracy reached after the search was completed.]] | | [[File:Training_accuracy.png|300px|thumb|upright|alt=Training accuracy|Average training accuracy for each of the five search algorithms during the search for each task. The dotted line is the validation accuracy reached after the search was completed.]] |
Current revision as of 16:12, 28 February 2018
Contents |
Population Diversity
Diversity metrics
Three different diversity calculations have been performed, which resulted in three similar diversity messures: