Martijho-PathNet-search-plots

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== Capacity and Reuse ==
== Capacity and Reuse ==
{|style="margin: 0 auto;"
{|style="margin: 0 auto;"
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| [[File:Capacity_pr_generation.png|300px|thumb|upright|alt=Capacity development during search|FILLER]]
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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_validation_accuracy.png|thumb|300px|upright|alt=Capacity vs accuracy|FILLER]]
| [[File:Capacity_pr_validation_accuracy.png|thumb|300px|upright|alt=Capacity vs accuracy|FILLER]]
| [[File:Module_reuse_pr_generation.png|thumb|300px|upright|alt=Module reuse development during search|FILLER]]
| [[File:Module_reuse_pr_generation.png|thumb|300px|upright|alt=Module reuse development during search|FILLER]]
|}
|}
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== Training ==
== Training ==

Versjonen fra 27. feb 2018 kl. 17:53

Innhold

Population Diversity

Population diversity is calculated by the home-made metric of average distance to centroid genotype within each generation, which yields the same results as a pairwise Hamming distance

Population diversity in recomb search
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Population diversity in low search
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Population diversity in high search
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Population diversity in low2high search
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Population diversity in high2low search
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Path size

Path size
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Layer size
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Capacity and Reuse

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.
Capacity vs accuracy
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Module reuse development during search
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Training

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.
Training value
Number of training iterations in total for all modules in the PathNet plotted against the cumulative validation accuracy reached for all tasks. The size of the circle corresponds to the amount of modules used.
Used Training ratio
Plot of the ratio of unit training in locked and stored modules on the total number of unit training in all modules for each task
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