LLE plus logistic regression classifies galaxy shape and texture from Galaxy Zoo DECaLS images with accuracy comparable to simple neural networks, and the 3D embedding is interpretable as ellipticity, orientation, and scale.
Proceedings of the XIX Serbian Astronomical Conference, October 13-17, 2020, Belgrade, Serbia 100, 241–246
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
astro-ph.GA 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Galaxy Morphological Classification with Manifold Learning
LLE plus logistic regression classifies galaxy shape and texture from Galaxy Zoo DECaLS images with accuracy comparable to simple neural networks, and the 3D embedding is interpretable as ellipticity, orientation, and scale.