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Capturing and Analyzing Provenance from Spark-based Scientific Workflows with SAMbA-RaP · Study

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ArticleCapturing and Analyzing Provenance from Spark-based Scientific Workflows with SAMbA-RaP

Thaylon Guedes2020

OA

Articlebronze2020

Capturing and Analyzing Provenance from Spark-based Scientific Workflows with SAMbA-RaP

Thaylon Guedes · Lucas Bertelli Martins · Maria Luiza Falci · Vitor de Castro Silva · Kary Ocaña · Marta Mattoso +2 more

25 citations·0/0 files stored·Future Generation Computer Systems

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Scientific Computing and Data Management Cloud Computing and Resource Management Distributed and Parallel Computing Systems

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References

20132013 IEEE International Conference on Big Data 2008Provenance for Computational Tasks: A Survey 2010Towards supporting the life cycle of large scale scientific experiments 2015YesWorkflow: A User-Oriented, Language-Independent Tool for Recovering Workflow Information from Scripts 2015Titian 2011Provenance for Generalized Map and Reduce Workflows 2013ReproZip: using provenance to support computational reproducibility 2011SciPhy: A Cloud-Based Workflow for Phylogenetic Analysis of Drug Targets in Protozoan Genomes

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2023Towards Lightweight Data Integration Using Multi-Workflow Provenance and Data Observability

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2018A Practical Roadmap for Provenance Capture and Data Analysis in Spark-Based Scientific Workflowsother · 8 shared references 2017Diagnosing Machine Learning Pipelines with Fine-grained Lineageother · 5 shared references 2019A Survey on Collecting, Managing, and Analyzing Provenance from Scriptsarticle · 4 shared references 2017ProvDBother · 4 shared references 2021LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systemsother · 4 shared references 2019SAC: A System for Big Data Lineage Trackingother · 4 shared references

Details

Year2020

Typearticle

Published2020-05-22

VenueFuture Generation Computer Systems

ISSN-L0167-739X

Languageen

Citations25

Files0 public / 0

ShelfScientific Computing and Data Management

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doi10.1016/j.future.2020.05.031

openalex_workW3027848381

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