https://github.com/sisl/ExprOptimization.jl

Algorithms for optimization of Julia expressions
https://github.com/sisl/ExprOptimization.jl

Last synced: 2 months ago
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Algorithms for optimization of Julia expressions

• Host: GitHub
• URL: https://github.com/sisl/ExprOptimization.jl
• Owner: sisl
• License: other
• Created: 2017-07-24T23:47:57.000Z (almost 8 years ago)
• Default Branch: master
• Last Pushed: 2024-09-06T19:42:11.000Z (10 months ago)
• Last Synced: 2024-09-06T23:12:19.048Z (10 months ago)
• Language: Jupyter Notebook
• Size: 3 MB
• Stars: 44
• Watchers: 16
• Forks: 11
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE.md

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• awesome-sciml - sisl/ExprOptimization.jl: Algorithms for optimization of Julia expressions

README

        
# ExprOptimization.jl

[![Build Status](https://github.com/sisl/ExprOptimization.jl/actions/workflows/CI.yml/badge.svg)](https://github.com/sisl/ExprOptimization.jl/actions/workflows/CI.yml/)

[![codecov](https://codecov.io/gh/sisl/ExprOptimization.jl/branch/master/graph/badge.svg?token=ZLMNVzDem0)](https://codecov.io/gh/sisl/ExprOptimization.jl)

Algorithms for the optimization of Julia expressions derived from a grammar. For an introduction to expression optimization, see chapter 20 of [Algorithms for Optimization](https://algorithmsbook.com/optimization) by Mykel J. Kochenderfer and Tim A. Wheeler (MIT Press, 2019).

The following algorithms are implemented:

* Monte Carlo

* Genetic Programming

* Grammatical Evolution

* Cross-Entropy Method

* Probabilistic Incremental Program Execution (PIPE)

## Usage

Please see the [example notebooks](https://github.com/sisl/ExprOptimization.jl/tree/master/examples).

## Maintainers:

* Ritchie Lee, [email protected] 

* Mykel Kochenderfer, [email protected]