ProvLake Publications



2020

Experiencing ProvLake to Manage the Data Lineage of AI Workflows
Leonardo Azevedo, Renan Souza, Raphael Thiago, Elton Soares, Marcio Moreno
Meeting in Innovation in Information Systems (EISI) in Brazilian Symposium in Information Systems (SBSI), 2020

Workflow Provenance in the Lifecycle of Scientific Machine Learning
Renan Souza, Leonardo G. Azevedo, Vitor Lourenco, Elton Soares, Raphael Thiago, Rafael Brandao, Daniel Civitarese, Emilio Vital Brazil, Marcio Moreno, Patrick Valduriez, Marta Mattoso, Renato Cerqueira, Marco A. S. Netto
2020

Adding Hyperknowledge-enabled data lineage to a machine learning workflow management system for oil and gas
Leonardo Guerreiro Azevedo, Renan Souza, Rafael Brandao, Vitor N Lourenco, Marcelo Costalonga, Marcelo de OC Machado, Marcio Moreno, Renato Cerqueira
First Break 38(7), 89--93, European Association of Geoscientists & Engineers, 2020

Supporting the Training of Physics Informed Neural Networks for Seismic Inversion Using Provenance
Renan Souza, A. Codas, J. Almeida Nogueira Junior, M. P. Quinones, L. Azevedo, R. Thiago, E. Soares, M. Cardoso, L. Martins
American Association of Petroleum Geologists Annual Convention and Exhibition (AAPG), 2020

Managing Data Lineage of O&G Machine Learning Models: The Sweet Spot for Shale Use Case
Raphael Thiago, Renan Souza, L. Azevedo, E. Soares, Santos Rodrigo, Wallas Santos, Max De Bayser, M. Cardoso, M. Moreno, Renato Cerqueira
European Association of Geoscientists and Engineers (EAGE) Digitalization Conference and Exhibition, 2020


2019

Efficient Runtime Capture of Multiworkflow Data Using Provenance
Renan Souza, Leonardo Azevedo, Raphael Thiago, Elton Soares, Marcelo Nery, Marco Netto, Emilio Vital Brazil, Renato Cerqueira, Patrick Valduriez, Marta Mattoso
IEEE International Conference on e-Science (eScience), pp. 1--10, 2019

Managing Data Traceability in the Data Lifecycle for Deep Learning Applied to Seismic Data
Renan Souza, Emilio Vital Brazil, Leonardo Azevedo, Rodrigo Ferreira, Daniel Chevitarese, Elton Soares, Raphael Thiago, Marcelo Nery, Viviane Torres, Renato Cerqueira
American Association of Petroleum Geologists Annual Convention and Exhibition (AAPG), 2019

Provenance Data in the Machine Learning Lifecycle in Computational Science and Engineering
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
Workflows in Support of Large-Scale Science (WORKS) workshop co-located with the ACM/IEEE International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), 2019