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The Overlooked Potential of Generalized Linear Models in Astronomy-II: Gamma regression and photometric redshifts
J. Elliott, R. S. de Souza, A. Krone-Martins +3
Machine learning techniques offer a precious tool box for use within astronomy to solve problems involving so-called big data. They provide a means to make accurate predictions abo…
The Overlooked Potential of Generalized Linear Models in Astronomy - I: Binomial Regression
R. S. de Souza, E. Cameron, M. Killedar +6
Revealing hidden patterns in astronomical data is often the path to fundamental scientific breakthroughs; meanwhile the complexity of scientific inquiry increases as more subtle re…
Probing the stellar initial mass function with high- supernovae
R. S. de Souza, E. E. O. Ishida, D. J. Whalen +2
The first supernovae will soon be visible at the edge of the observable universe, revealing the birthplaces of Population III stars. With upcoming near-infrared missions, a broad a…