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- Compositional_pattern-producing_network abstract "Compositional pattern-producing networks (CPPNs), are a variation of artificial neural networks (ANNs) which differ in their set of activation functions and how they are applied. While ANNs often contain only sigmoid functions (and sometimes Gaussian functions), CPPNs can include both types of functions and many others. The choice of functions for the canonical set can be biased toward specific types of patterns and regularities. For example, periodic functions such as sine produce segmented patterns with repetitions, while symmetric functions such as Gaussian produce symmetric patterns. Linear functions can be employed to produce linear or fractal-like patterns. Thus, the architect of a CPPN-based genetic art system can bias the types of patterns it generates by deciding the set of canonical functions to include.Furthermore, unlike typical ANNs, CPPNs are applied across the entire space of possible inputs so that they can represent a complete image. Since they are compositions of functions, CPPNs in effect encode images at infinite resolution and can be sampled for a particular display at whatever resolution is optimal.CPPNs can be evolved through neuroevolution techniques such as NeuroEvolution of Augmenting Topologies (called CPPN-NEAT).CPPNs been shown to be a very powerful encoding when evolving the following: Neural Networks, via the HyperNEAT algorithm 2D images, on "PicBreeder.org" 3D objects, on "EndlessForms.com" Robot Morphologies Rigid Robots Soft Robots".
- Compositional_pattern-producing_network wikiPageExternalLink EndlessForms.com.
- Compositional_pattern-producing_network wikiPageExternalLink stanley_aaaifs06.pdf.
- Compositional_pattern-producing_network wikiPageExternalLink stanley_gpem07.pdf.
- Compositional_pattern-producing_network wikiPageExternalLink picbreeder.org.
- Compositional_pattern-producing_network wikiPageExternalLink watch?v=z9ptOeByLA4.
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- Compositional_pattern-producing_network wikiPageRevisionID "569521306".
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- Compositional_pattern-producing_network subject Category:Classification_algorithms.
- Compositional_pattern-producing_network subject Category:Neural_networks.
- Compositional_pattern-producing_network type Abstraction100002137.
- Compositional_pattern-producing_network type Act100030358.
- Compositional_pattern-producing_network type Activity100407535.
- Compositional_pattern-producing_network type Algorithm105847438.
- Compositional_pattern-producing_network type ClassificationAlgorithms.
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- Compositional_pattern-producing_network type ComputerArchitecture106725249.
- Compositional_pattern-producing_network type Description106724763.
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- Compositional_pattern-producing_network type NeuralNetwork106725467.
- Compositional_pattern-producing_network type NeuralNetworks.
- Compositional_pattern-producing_network type Procedure101023820.
- Compositional_pattern-producing_network type PsychologicalFeature100023100.
- Compositional_pattern-producing_network type Rule105846932.
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- Compositional_pattern-producing_network comment "Compositional pattern-producing networks (CPPNs), are a variation of artificial neural networks (ANNs) which differ in their set of activation functions and how they are applied. While ANNs often contain only sigmoid functions (and sometimes Gaussian functions), CPPNs can include both types of functions and many others. The choice of functions for the canonical set can be biased toward specific types of patterns and regularities.".
- Compositional_pattern-producing_network label "Compositional pattern-producing network".
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