No project description provided
Project description
Simple Genetic Programming
For Symbolic Regression
This Python 3 code is a simple implementation of genetic programming for symbolic regression, and has been developed for educational purposes.
Dependencies
numpy & sklearn. The file test.py shows an example of usage.
Installation
You can install it with pip using python3 -m pip install --user simplegp, or locally by downloading the code and running python3 setup.py install --user.
Reference
If you use this code, please support our research by citing one of our works for which this code was made or adopted:
M. Virgolin, A. De Lorenzo, E. Medvet, F. Randone. "Learning a Formula of Interpretability to Learn Interpretable Formulas". Parallel Problem Solving from Nature -- PPSN XVI, pp. 79--93, Springer (2020). (arXiv preprint arXiv:2004.11170)
M. Virgolin. "Genetic Programming is Naturally Suited to Evolve Bagging Ensembles". arXiv preprint arXiv:2009.06037v5 (2021)
Multi-objective
For a multi-objective version, see pyNSGP.
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file SimpleGP-1.0.0.tar.gz.
File metadata
- Download URL: SimpleGP-1.0.0.tar.gz
- Upload date:
- Size: 7.4 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.24.0 setuptools/47.1.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.5
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
e855a58dbc42eada8beef85c3d02b986a2dc833bcc2dc273cab6f204bfe0217f
|
|
| MD5 |
070032a63a3dc0cf3a21ee7329da9804
|
|
| BLAKE2b-256 |
9c0fb9809371a16ecb69e7b2cfb0169c04c1a4f097e0c474b3f7045a840dbfd5
|
File details
Details for the file SimpleGP-1.0.0-py3-none-any.whl.
File metadata
- Download URL: SimpleGP-1.0.0-py3-none-any.whl
- Upload date:
- Size: 10.4 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.24.0 setuptools/47.1.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.5
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
628a80905a6bbf496d32d41a21d00164d312e526c9e7f1efe2cbd4b9b6f87533
|
|
| MD5 |
4ba5f12fc0044c4c2a911e3ff04a08a3
|
|
| BLAKE2b-256 |
78d829724589c45dbb5333e7f6146a2bd9a7ae8ab86a7c60807692d22c82e356
|
