178 citations
- Universidade Federal do Rio de JaneiroBR11 papers
- Centro Brasileiro de Pesquisas FísicasBR7 papers
- Valongo ObservatoryBR6 papers
- Pontifícia Universidade Católica do Rio de JaneiroBR5 papers
- Universidade Federal de São CarlosBR5 papers
- Federal Center for Technological Education Celso Suckow da FonsecaBR4 papers
- Universidade de São PauloBR3 papers
- Universidade Estadual Paulista (Unesp)BR3 papers
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- Universidade Federal de Santa CatarinaBR2 papers
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Showing 2018Show all
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stat.ML2018★ 178 cited
Towards a Robust Parameterization for Conditioning Facies Models Using Deep Variational Autoencoders and Ensemble Smoother
Smith W. A. Canchumuni, Alexandre A. Emerick, Marco Aurélio C. Pacheco
The literature about history matching is vast and despite the impressive number of methods proposed and the significant progresses reported in the last decade, conditioning reservo…
math.NA2018★ 29 cited
Analysis of Geometric Selection of the Data-Error Covariance Inflation for ES-MDA
Alexandre A. Emerick
The ensemble smoother with multiple data assimilation (ES-MDA) is becoming a popular assisted history matching method. In its standard form, the method requires the specification o…
cs.LG2018★ 17 cited
Attended Temperature Scaling: A Practical Approach for Calibrating Deep Neural Networks
Azadeh Sadat Mozafari, Hugo Siqueira Gomes, Wilson Leão +2
Recently, Deep Neural Networks (DNNs) have been achieving impressive results on wide range of tasks. However, they suffer from being well-calibrated. In decision-making application…