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Capturing and Analyzing Provenance from Spark-based Scientific Workflows with SAMbA-RaP
12 references·1 citing·39 second hop
Capturing and Analyzing Provenance from Spark-based Scientific Workflows with SAMbA-RaP (2020)Capturing and Analyzing Provenance from S…Provenance Analytics for Workflow-Based Computational Experiments (2018)Provenance Analytics for Work…Raw data queries during data-intensive parallel workflow execution (2017)Raw data queries during data-…YesWorkflow: A User-Oriented, Language-Independent Tool for Recovering Workflow Information from Scripts (2015)YesWorkflow: A User-Oriented,…Titian: Data Provenance Support in Spark. (2015)Titian: Data Provenance Suppo…Titian (2015)TitianScalable lineage capture for debugging DISC analytics (2013)Scalable lineage capture for …ReproZip: using provenance to support computational reproducibility (2013)ReproZip: using provenance to…2013 IEEE International Conference on Big Data (2013)2013 IEEE International Confe…SciPhy: A Cloud-Based Workflow for Phylogenetic Analysis of Drug Targets in Protozoan Genomes (2011)SciPhy: A Cloud-Based Workflo…Provenance for Generalized Map and Reduce Workflows (2011)Provenance for Generalized Ma…Towards supporting the life cycle of large scale scientific experiments (2010)Towards supporting the life c…Provenance for Computational Tasks: A Survey (2008)Provenance for Computational …Towards Lightweight Data Integration Using Multi-Workflow Provenance and Data Observability (2023)Towards Lightweight Data Inte…A survey of data provenance in e-science (2005)Lineage retrieval for scientific data processing: a survey (2005)Provenance and scientific workflows (2008)Big Data Provenance: Challenges and Implications for Benchmarking (2013)Big data provenance: Challenges, state of the art and opportunities (2015)Guest Editors' Introduction: Reproducible Research (2008)Automated Capture of Experiment Context for Easier Reproducibility in Computational Research (2012)Computational reproducibility (2012)A Templating System to Generate Provenance (2017)noWorkflow (2017)Computational reproducibility of Jupyter notebooks from biomedical publications (2024)Bioconductor: open software development for computational biology and bioinformatics (2004)Scientific workflow management and the Kepler system (2005)Galaxy: a comprehensive approach for supporting accessible, reproducible, and transparent computational research in the life sciences (2010)Vamsa: Automated Provenance Tracking in Data Science Scripts (2020)Outlining Traceability: A Principle for Operationalizing Accountability in Computing Systems (2021)Taverna: lessons in creating a workflow environment for the life sciences (2005)A survey on provenance: What for? What form? What from? (2017)A Large-Scale Study About Quality and Reproducibility of Jupyter Notebooks (2019)Putting lipstick on pig (2011)Adding data provenance support to Apache Spark (2017)Improving reproducibility of data science pipelines through transparent provenance capture (2020)LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems (2021)Taverna: a tool for building and running workflows of services (2006)Workflows and e-Science: An overview of workflow system features and capabilities (2008)Capturing and querying workflow runtime provenance with PROV (2013)A Survey on Collecting, Managing, and Analyzing Provenance from Scripts (2019)Workflow provenance in the lifecycle of scientific machine learning (2021)Efficient lineage tracking for scientific workflows (2008)Querying and Managing Provenance through User Views in Scientific Workflows (2008)A software reference architecture for semantic-aware Big Data systems (2017)Production Machine Learning Pipelines (2021)Dynamic steering of HPC scientific workflows: A survey (2014)Parallel computing in genomic research: advances and applications (2015)An efficient pattern-based approach for workflow supporting large-scale science: The DagOnStar experience (2021)A survey of results on mobile phone datasets analysis (2015)Big data preprocessing: methods and prospects (2016)Big Data technologies: A survey (2017)Big Data Systems (2020)
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References

  • 20132013 IEEE International Conference on Big Data1,390 cited
  • 2008Provenance for Computational Tasks: A Survey511 cited
  • 2010Towards supporting the life cycle of large scale scientific experiments111 cited
  • 2015YesWorkflow: A User-Oriented, Language-Independent Tool for Recovering Workflow Information from Scripts103 cited
  • 2015Titian101 cited
  • 2011Provenance for Generalized Map and Reduce Workflows99 cited
  • 2013ReproZip: using provenance to support computational reproducibility91 cited
  • 2011SciPhy: A Cloud-Based Workflow for Phylogenetic Analysis of Drug Targets in Protozoan Genomes86 cited
  • 2015Titian: Data Provenance Support in Spark.85 cited
  • 2013Scalable lineage capture for debugging DISC analytics52 cited
  • 2018Provenance Analytics for Workflow-Based Computational Experiments29 cited
  • 2017Raw data queries during data-intensive parallel workflow execution28 cited

Cited by

  • 2023Towards Lightweight Data Integration Using Multi-Workflow Provenance and Data Observability20 cited

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