ASCL.net

Astrophysics Source Code Library

Making codes discoverable since 1999

ASCL Code Record

[ascl:1904.007] AutoBayes: Automatic design of customized analysis algorithms and programs

AutoBayes automatically generates customized algorithms from compact, declarative specifications in the data analysis domain, taking a statistical model as input and creating documented and optimized C/C++ code. The synthesis process uses Bayesian networks to enable problem decompositions and guide the algorithm derivation. Program schemas encapsulate advanced algorithms and data structures, and a symbolic-algebraic system finds closed-form solutions for problems and emerging subproblems. AutoBayes has been used to analyze planetary nebulae images taken by the Hubble Space Telescope, and can be applied to other scientific data analysis tasks.

Code site:
https://ti.arc.nasa.gov/opensource/projects/autobayes/
Used in:
https://ui.adsabs.harvard.edu/abs/2015Natur.521..452G
Described in:
https://ui.adsabs.harvard.edu/abs/2004AIPC..707..276F
Bibcode:
2019ascl.soft04007F
Keywords: NASA

Views: 573

ascl:1904.007
Add this shield to your page
Copy the above HTML to add this shield to your code's website.