Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.

Awesome Lists | Featured Topics | Projects

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

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

Last synced: 3 months ago
JSON representation

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 (over 7 years ago)
Default Branch: master
Last Pushed: 2023-05-21T17:30:33.000Z (over 1 year ago)
Last Synced: 2024-07-09T22:01:25.649Z (4 months ago)
Language: Jupyter Notebook
Size: 2.99 MB
Stars: 44
Watchers: 16
Forks: 11
Open Issues: 0
Metadata Files:
- Readme: README.md
- License: LICENSE.md

Awesome Lists containing this project

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]