Coder Social home page Coder Social logo

geneticalgorithmapi's Introduction

GeneticAlgorithmAPI

Developed a Genetic Algorithm API designed to solve the problem of finding the decryption key of a cipher text for my OOP class project. Implemented various topics in Java, such as abstract classes, interfaces, generic classes, methods and containers, and exception handling.

The API is made up of abstract classes and interfaces that allow any programmer to implement their own techniques of representation, selection, crossover and mutation. It also includes the following implementations:

  • Individual with a character array genotype and phenotype.
  • Selection by tournament.
  • Crossover with crossover point.
  • Mutation by swap.
  • An objective function using frequency analysis.

The GA has an average 92% success rate using a 20% mutation probability, 65% crossover probability and a population size of 500 and generation count of 500.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.