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Yania Molina Souto
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Stconvs2s: Spatiotemporal convolutional sequence to sequence network for weather forecasting
R Castro, YM Souto, E Ogasawara, F Porto, E Bezerra
Neurocomputing 426, 285-298, 2021
782021
Automatic caching decision for scientific dataflow execution in apache spark
VM Gottin, E Pacheco, J Dias, AEM Ciarlini, B Costa, W Vieira, YM Souto, ...
Proceedings of the 5th ACM SIGMOD Workshop on Algorithms and Systems for …, 2018
172018
A spatiotemporal ensemble approach to rainfall forecasting
YM Souto, F Porto, AM Moura, E Bezerra
2018 International Joint Conference on Neural Networks (IJCNN), 1-8, 2018
162018
In-memory dataflow execution with dynamic placement of cache operations
VM Gottin, FAM Porto, YM Souto
US Patent 10,802,975, 2020
92020
Djensemble: A cost-based selection and allocation of a disjoint ensemble of spatio-temporal models
R Pereira, Y Souto, A Chaves, R Zorilla, B Tsan, F Rusu, E Ogasawara, ...
Proceedings of the 33rd International Conference on Scientific and …, 2021
52021
A Conceptual Vision Toward the Management of Machine Learning Models.
DNR da Silva, A Simões, C Cardoso, DEM de Oliveira, JN Rittmeyer, ...
ER Forum/Posters/Demos, 15-27, 2019
32019
Automatic placement of cache operations for complex in-memory dataflows
VM Gottin, EJP Condori, JF Dias, AEM Ciarlini, BC da Cunha Costa, ...
US Patent 10,324,845, 2019
22019
Dataflow execution time estimation for in-memory distributed processing framework
VM Gottin, JF Dias, EJP Condori, AEM Ciarlini, BC da Cunha Costa, ...
US Patent 10,901,782, 2021
2021
In-memory dataflow execution with dynamic placement of cache operations and action execution ordering
VM Gottin, FAM Porto, YM Souto
US Patent 10,698,821, 2020
2020
DJEnsemble: On the Selection of a Disjoint Ensemble of Deep Learning Black-Box Spatio-temporal Models
YM Souto, R Pereira, R Zorrilla, A Chaves, B Tsan, F Rusu, E Ogasawara, ...
arXiv preprint arXiv:2005.11093, 2020
2020
SUQ2: Uncertainty Quantification Queries over Large Spatio-temporal Simulations.
NM Lemus, F Porto, YM Souto, RS Pereira, J Liu, E Pacciti, P Valduriez
IEEE Data Eng. Bull. 43 (1), 47-59, 2020
2020
Managing Uncertainty in Spatio-Temporal Series
Y Souto, AM Moura, F Porto
Anais do IX Brazilian e-Science Workshop, 31-40, 2015
2015
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Articles 1–12