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sparsereg | ||
sindy | ||
========= | ||
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|travis| |pypi| |codecov| |zenodo| | ||
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**sparsereg** is a collection of modern sparse (regularized) regression | ||
algorithms. | ||
**sindy** is a sparse regression package with several implementations for Sparse Identification of Nonlinear Dynamical systems (SINDy). | ||
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Installation | ||
------------ | ||
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``pip install sparsereg`` | ||
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Citation | ||
-------- | ||
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If you use sparsereg please consider a citation: | ||
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:: | ||
``pip install sindy`` | ||
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@misc{markus_quade_sparsereg, | ||
author = {Markus Quade}, | ||
title = {sparsereg - collection of modern sparse regression algorithms}, | ||
month = feb, | ||
year = 2018, | ||
doi = {10.5281/zenodo.1173754}, | ||
url = {https://github.com/ohjeah/sparsereg} | ||
} | ||
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Implemented algorithms | ||
---------------------- | ||
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- Mcconaghy, T. (2011). FFX: Fast, Scalable, Deterministic Symbolic | ||
Regression Technology. Genetic Programming Theory and Practice IX, | ||
235-260. `DOI: | ||
10.1007/978-1-4614-1770-5_13 <http://dx.doi.org/10.1007/978-1-4614-1770-5_13>`__ | ||
- Brunton, Steven L., Joshua L. Proctor, and J. Nathan Kutz. | ||
“Discovering governing equations from data by sparse identification | ||
of nonlinear dynamical systems.” Proceedings of the National Academy | ||
of Sciences 113.15 (2016): 3932-3937. `DOI: | ||
10.1073/pnas.1517384113 <http://dx.doi.org/10.1073/pnas.1517384113>`__ | ||
- Bouchard, Kristofer E. “Bootstrapped Adaptive Threshold Selection for | ||
Statistical Model Selection and Estimation.” arXiv preprint | ||
arXiv:1505.03511 (2015). | ||
- Ignacio Arnaldo, Una-May O’Reilly, and Kalyan Veeramachaneni. | ||
“Building Predictive Models via Feature Synthesis.” In Proceedings of | ||
the 2015 Annual Conference on Genetic and Evolutionary Computation | ||
(GECCO ’15), Sara Silva (Ed.). ACM, New York, NY, USA, 983-990. `DOI: | ||
10.1145/2739480.2754693 <http://dx.doi.org/10.1145/2739480.2754693>`__ | ||
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.. |travis| image:: https://travis-ci.org/Ohjeah/sparsereg.svg?branch=master | ||
:target: https://travis-ci.org/Ohjeah/sparsereg | ||
.. |pypi| image:: https://badge.fury.io/py/sparsereg.svg | ||
:target: https://badge.fury.io/py/sparsereg | ||
.. |codecov| image:: https://codecov.io/gh/Ohjeah/sparsereg/branch/master/graph/badge.svg | ||
:target: https://codecov.io/gh/Ohjeah/sparsereg | ||
.. |zenodo| image:: https://zenodo.org/badge/80389199.svg | ||
:target: https://zenodo.org/badge/latestdoi/80389199 |
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