Module related to Bayesian approach to inverse problems
The Bayesian inversion (edwin) package provides algorithm developed during my scientific research work in numerical computation for inverse problems (signal, image processing). Feel free to use them as you want. Any comments and contributions are welcome.
The name edwin is in reference to Edwin T. Jaynes, a great Bayesian Analysis scientific.
The use of edwin software package should be explicitly acknowledged in publications in the following form:
The citations are mentioned in documentation, References section of this file and are available in bibtex file.
This package depends on my free otb package (utility functions).
The pip version:
pip install edwin
If you have not pip, download the archive, decompress it and to install in your user path, run in a command line:
python setup.py install --user
or for the system path, run as root:
python setup.py install
The ongoing development depends on my research activity but is open. I try to fix bugs.
edwin is free software distributed under the MIT license, see LICENSE.txt
A bibtex file is provided in the archive.
|||F. Orieux, O. Féron and J.-F. Giovannelli, “Sampling high-dimensional Gaussian distributions for general linear inverse problems”, IEEE Signal Processing Letters, 2012|
|||François Orieux, Jean-François Giovannelli, and Thomas Rodet, “Bayesian estimation of regularization and point spread function parameters for Wiener-Hunt deconvolution”, J. Opt. Soc. Am. A 27, 1593-1607 (2010)|
|||F. Orieux, E. Sepulveda, V. Loriette, B. Dubertret and J.-C. Olivo-Marin, “Bayesian Estimation for Optimized Structured Illumination Microscopy”, IEEE trans. on Image Processing. 2012|
|||F. Orieux, J.-F. Giovannelli, T. Rodet, and A. Abergel, “Estimating hyperparameters and instrument parameters in regularized inversion Illustration for Herschel/SPIRE map making”, Astronomy & Astrohpysics, 2013|
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|File Name & Checksum SHA256 Checksum Help||Version||File Type||Upload Date|
|edwin-0.2.0-py2-none-any.whl (19.9 kB) Copy SHA256 Checksum SHA256||2.7||Wheel||Dec 15, 2014|
|edwin-0.2.0.tar.gz (4.0 kB) Copy SHA256 Checksum SHA256||–||Source||Dec 15, 2014|