# Genetic Programming Toolbox for MATLAB A framework for building genetic programming (GP) models. The framework contains: - The representation of genetic programs (parse trees) - Genetic operators including natural selection, reproduction, and mutation - An easy-to-use programming framework to build and train your GP models - A template system to specify the nodes allowed for each type. - A genetic algorithm optimization framework (you can choose not to use GP). ## What is Genetic Programming? Genetic programming (GP) is an extension of genetic algorithms. GP encodes the parameters into a parse tree rather than a chromosome, which is normally represented as a string. A parse tree is a representation of a string's syntactic structure as described by some context-free grammar. It starts from a population of randomly generated programs, then tries to fit for a particular task by applying genetic operators iteratively over a number of generations. Finally, the optimization algorithm returns the best model in the population. ## Getting Started 1. Clone the project into your project ```bash git clone https://github.com/RapDoodle/Genetic-Programming-MATLAB.git ./gp ``` 1. Add the toolbox to your MATLAB path ```matlab addpath(genpath('./gp')); ``` 1. Start coding. ## Documentation and Examples You can find more documentation and examples in the [documentation folder](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/./docs). ### Table of Contents 1. [Introduction](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/./docs/1.%20Intoduction.md). 1. Components 1. [Node](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/./docs/2.1%20Node.md) 1. [Variable](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/./docs/2.2%20Variable.md) 1. [Signal](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/./docs/2.3%20Signal.md) 1. [Template](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/./docs/2.4%20Template.md) 1. [GAMember](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/./docs/2.5%20GAMember.md) 1. [GPMember](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/./docs/2.6%20GPMember.md) 1. [GAModel](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/./docs/2.7%20GAModel.md) 1. [GPModel](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/./docs/2.8%20GPModel.md) 1. Examples 1. [Genetic programming based trading bot](https://github.com/RapDoodle/Genetic-Programming-MATLAB/blob/master/https://github.com/RapDoodle/Trading-Bot-GP-Example) Note: The development documentation is not available at the moment. But the code does contain an extensive amount of comments. ## License This project is licensed under the MIT license. Copyright (c) 2022 Bohui WU.

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