Rafael S. de Souza

15 papers Journal 11Unranked 4
YearRankTypeTitle / Venue / Authors
2024 J jnl
From Galaxy Zoo DECaLS to BASS/MzLS: detailed galaxy morphology classification with unsupervised domain adaption.
CoRR
Renhao Ye, Shiyin Shen, Rafael S. de Souza, Quanfeng Xu, Mi Chen, Zhu Chen, Emille E. O. Ishida, Alberto Krone-Martins, Rupesh Durgesh
2024 J jnl
Galmoss: A package for GPU-accelerated galaxy profile fitting.
Astron. Comput.
Mi Chen, Rafael S. de Souza, Quanfeng Xu, Shiyin Shen, Ana L. Chies-Santos, Renhao Ye, Marco A. Canossa-Gosteinski, Yanping Cong
2023 J jnl
A graph-based spectral classification of Type II supernovae.
Astron. Comput.
Rafael S. de Souza, Stephen Thorp, Lluís Galbany, Emille E. O. Ishida, Santiago Gonzalez-Gaitan, M. A. Schmitz, Alberto Krone-Martins, C. Peters
2023 J jnl
From Images to Features: Unbiased Morphology Classification via Variational Auto-Encoders and Domain Adaptation.
CoRR
Quanfeng Xu, Shiyin Shen, Rafael S. de Souza, Mi Chen, Renhao Ye, Yumei She, Zhu Chen, Emille E. O. Ishida, Alberto Krone-Martins, Rupesh Durgesh
2022 J jnl
qrpca: A Package for Fast Principal Component Analysis with GPU Acceleration.
CoRR
Rafael S. de Souza, Quanfeng Xu, Shiyin Shen, Chen Peng, Zihao Mu
2022 J jnl
qrpca: A package for fast principal component analysis with GPU acceleration.
Astron. Comput.
Rafael S. de Souza, Quanfeng Xu, Shiyin Shen, Chen Peng, Zihao Mu
2020 — conf
Active learning with RESSPECT: Resource allocation for extragalactic astronomical transients.
SSCI
Noble Kennamer, Emille E. O. Ishida, Santiago Gonzalez-Gaitan, Rafael S. de Souza, Alexander Ihler, Kara Ponder, Ricardo Vilalta, Anais Möller, David O. Jones, Mi Dai, Alberto Krone-Martins, Bruno Quint, Sreevarsha Sreejith, Alex I. Malz, Lluís Galbany
2020 J jnl
Active learning with RESSPECT: Resource allocation for extragalactic astronomical transients.
CoRR
Noble Kennamer, Emille E. O. Ishida, Santiago Gonzalez-Gaitan, Rafael S. de Souza, Alexander Ihler, Kara Ponder, Ricardo Vilalta, Anais Möller, David O. Jones, Mi Dai, Alberto Krone-Martins, Bruno Quint, Sreevarsha Sreejith, Alex I. Malz, Lluís Galbany
2017 — conf
Photometric redshift estimation: An active learning approach.
SSCI
Ricardo Vilalta, Emille E. O. Ishida, Róbert Beck, R. Sutrisno, Rafael S. de Souza, Ashish Mahabal
2016 — conf
Automated supernova Ia classification using adaptive learning techniques.
SSCI
Kinjal Dhar Gupta, Renuka Pampana, Ricardo Vilalta, Emille E. O. Ishida, Rafael S. de Souza
2016 — conf
Exploring the spectroscopic diversity of type Ia supernovae with Deep Learning and Unsupervised Clustering.
Astroinformatics
Emille E. O. Ishida, Michele Sasdelli, Ricardo Vilalta, Michel Aguena, Vinicius C. Busti, Hugo Camacho, Arlindo M. M. Trindade, Fabian Gieseke, Rafael S. de Souza, Yabebal T. Fantaye, Paolo A. Mazzali
2015 J jnl
AMADA - Analysis of multidimensional astronomical datasets.
Astron. Comput.
Rafael S. de Souza, Benedetta Ciardi
2015 J jnl
The overlooked potential of Generalized Linear Models in astronomy, I: Binomial regression.
Astron. Comput.
Rafael S. de Souza, Ewan Cameron, Madhura Killedar, Joseph M. Hilbe, Ricardo Vilalta, Umberto Maio, Veronica Biffi, Benedetta Ciardi, Jamie D. Riggs
2015 J jnl
The overlooked potential of Generalized Linear Models in astronomy-II: Gamma regression and photometric redshifts.
Astron. Comput.
Jonathan Elliott, Rafael S. de Souza, Alberto Krone-Martins, Ewan Cameron, Emille E. O. Ishida, Joseph M. Hilbe
2015 J jnl
cosmoabc: Likelihood-free inference via Population Monte Carlo Approximate Bayesian Computation.
Astron. Comput.
Emille E. O. Ishida, Sandro D. P. Vitenti, Mariana Penna-Lima, Jessi Cisewski, Rafael S. de Souza, Arlindo M. M. Trindade, Ewan Cameron, Vinicius C. Busti