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[ascl:1910.001] PINK: Parallelized rotation and flipping INvariant Kohonen maps

Morphological classification is one of the most demanding challenges in astronomy. With the advent of all-sky surveys, an enormous amount of imaging data is publicly available, and are typically analyzed by experts or encouraged amateur volunteers. For upcoming surveys with billions of objects, however, such an approach is not feasible anymore. PINK (Parallelized rotation and flipping INvariant Kohonen maps) is a simple yet effective variant of a rotation-invariant self-organizing map that is suitable for many analysis tasks in astronomy. The code reduces the computational complexity via modern GPUs and applies the resulting framework to galaxy data for morphological analysis.

Code site:
https://github.com/HITS-AIN/PINK
Used in:
https://ui.adsabs.harvard.edu/abs/2019PASP..131j8009G/abstract https://ui.adsabs.harvard.edu/abs/2019arXiv190402876G/abstract
Described in:
https://ui.adsabs.harvard.edu/abs/2015ASPC..495...81P https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2016-116.pdf
Bibcode:
2019ascl.soft10001P
Keywords: HITS

Views: 191

ascl:1910.001
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