Baldwin-effect | Hinton and Nowlan 's experiment on Baldwin effect

 by   pierpal Java Version: Current License: Apache-2.0

kandi X-RAY | Baldwin-effect Summary

kandi X-RAY | Baldwin-effect Summary

Baldwin-effect is a Java library. Baldwin-effect has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. However Baldwin-effect build file is not available. You can download it from GitHub.

Code to run Hinton and Nowlan's experiment on the Baldwin effect from the paper "How learning can guide evolution", Complex Systems, 1987. To use it, run:. where "numberOfSamples" is the number of individuals in the population, "lenghtOfGenome" is the length of the genome (number of alleles) "numberOfNonLearningAlleles" is the number of alleles with value 0 or 1 that will be initialized randomly in each individual. The remaining alleles will be set to "?", i.e. the "learning" alleles. Each individual runs "numberOfSamples" learning attempts before potentially reproducing. The individual's reproductive fitness is 1+19n/1000 when finding the correct neural net setup with n attemps left, 1 otherwise. The correct neural net setup corresponds to a genome where all values are 1. Mating occurs by recombining two individuals that are chosen (with replacement) with probability proportional to their fitness. Recombination occurs at one uniformly chosen position along the genome. There is no mutation. Simulation ends when all alleles drift to fixation. The output shows the current generation and the fraction of 0's, 1's and ?'s in the population. Running. should give you results that are similar to Figure 2 of the original paper.
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              Baldwin-effect has a low active ecosystem.
              It has 2 star(s) with 0 fork(s). There are 2 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              Baldwin-effect has no issues reported. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of Baldwin-effect is current.

            kandi-Quality Quality

              Baldwin-effect has no bugs reported.

            kandi-Security Security

              Baldwin-effect has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              Baldwin-effect is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

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              Baldwin-effect releases are not available. You will need to build from source code and install.
              Baldwin-effect has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed Baldwin-effect and discovered the below as its top functions. This is intended to give you an instant insight into Baldwin-effect implemented functionality, and help decide if they suit your requirements.
            • Main method for testing
            • Executes the best learning algorithm on the specified sequence
            • Returns the genome probability of the given individuals
            • Generate a new Individual from the two individuals
            • Samples from the individuals which are greater than the given fitness
            • Converts an array of integers to a string
            • Gets the counts for a genome feature
            • Returns a random string of len
            • Checks if the given inds are fixed
            • Gets the genome sequence
            • Set the number of learning attempts
            • Returns a string representation of the genome
            Get all kandi verified functions for this library.

            Baldwin-effect Key Features

            No Key Features are available at this moment for Baldwin-effect.

            Baldwin-effect Examples and Code Snippets

            No Code Snippets are available at this moment for Baldwin-effect.

            Community Discussions

            No Community Discussions are available at this moment for Baldwin-effect.Refer to stack overflow page for discussions.

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install Baldwin-effect

            You can download it from GitHub.
            You can use Baldwin-effect like any standard Java library. Please include the the jar files in your classpath. You can also use any IDE and you can run and debug the Baldwin-effect component as you would do with any other Java program. Best practice is to use a build tool that supports dependency management such as Maven or Gradle. For Maven installation, please refer maven.apache.org. For Gradle installation, please refer gradle.org .

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