2022-08-08Zeitschriftenartikel
A Probabilistic Autoencoder for Type Ia Supernova Spectral Time Series
Stein, George; Seljak, Uroš; Böhm, Vanessa; Aldering, G.; Antilogus, P.; Aragon, C.; Bailey, S.; Baltay, C.; Bongard, S.; Boone, K.; Buton, C.; Copin, Y.; Dixon, S.; Fouchez, D.; Gangler, E.;
We construct a physically parameterized probabilistic autoencoder (PAE) to learn the intrinsic diversity of Type Ia supernovae (SNe Ia) from a sparse set of spectral time series. The PAE is a two-stage generative model, ...