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Workflow Provenance in the Lifecycle of Scientific Machine Learning

Sep 30, 2020
Renan Souza, Leonardo G. Azevedo, Vítor Lourenço, Elton Soares, Raphael Thiago, Rafael Brandão, Daniel Civitarese, Emilio Vital Brazil, Marcio Moreno, Patrick Valduriez, Marta Mattoso, Renato Cerqueira, Marco A. S. Netto

* 21 pages, 10 figures, Under review in a scientific journal since June 30th, 2020. arXiv admin note: text overlap with arXiv:1910.04223 

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Managing Data Lineage of O&G Machine Learning Models: The Sweet Spot for Shale Use Case

Mar 10, 2020
Raphael Thiago, Renan Souza, L. Azevedo, E. Soares, Rodrigo Santos, Wallas Santos, Max De Bayser, M. Cardoso, M. Moreno, Renato Cerqueira

* 2020 European Association of Geoscientists and Engineers (EAGE) Digitalization Conference and Exhibition 
* Author preprint of paper accepted at the 2020 European Association of Geoscientists and Engineers (EAGE) Digitalization Conference and Exhibition 

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Provenance Data in the Machine Learning Lifecycle in Computational Science and Engineering

Oct 21, 2019
Renan Souza, Leonardo Azevedo, Vítor Lourenço, Elton Soares, Raphael Thiago, Rafael Brandão, Daniel Civitarese, Emilio Vital Brazil, Marcio Moreno, Patrick Valduriez, Marta Mattoso, Renato Cerqueira, Marco A. S. Netto

* 10 pages, 7 figures, Accepted at Workflows in Support of Large-scale Science (WORKS) co-located with the ACM/IEEE International Conference for High Performance Computing, Networking, Storage, and Analysis (SC) 2019, Denver, Colorado 

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A Hybrid Architecture for Multi-Party Conversational Systems

May 04, 2017
Maira Gatti de Bayser, Paulo Cavalin, Renan Souza, Alan Braz, Heloisa Candello, Claudio Pinhanez, Jean-Pierre Briot


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