Things that make us smart: defending human attributes in the age of the machine
Things that make us smart: defending human attributes in the age of the machine
A survey of data provenance in e-science
ACM SIGMOD Record
Querying and Creating Visualizations by Analogy
IEEE Transactions on Visualization and Computer Graphics
Mining Taverna's semantic web of provenance
Concurrency and Computation: Practice & Experience - The First Provenance Challenge
Managing rapidly-evolving scientific workflows
IPAW'06 Proceedings of the 2006 international conference on Provenance and Annotation of Data
Provenance collection support in the kepler scientific workflow system
IPAW'06 Proceedings of the 2006 international conference on Provenance and Annotation of Data
Provenance management for data exploration
DILS'10 Proceedings of the 7th international conference on Data integration in the life sciences
The Foundations for Provenance on the Web
Foundations and Trends in Web Science
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Provenance (also referred to as audit trail, lineage, and pedigree) captures information about the steps used to generate a given data product. Such information provides documentation that is key to determining data quality and authorship, and necessary for preserving, reproducing, sharing and publishing the data. Workflow design, in particular for exploratory tasks (e.g., creating a visualization, mining a data set), requires an involved, trial-and-error process. To solve a problem, a user has to iteratively refine a workflow to experiment with different techniques and try different parameter values, as she formulates and test hypotheses. The maintenance of detailed provenance (or history) of this process has many benefits that go beyond documentation and result reproducibility. Notably, it supports several operations that facilitate exploration, including the ability to return to a previous workflow version in an intuitive way, to undo bad changes, to compare different workflows, and to be reminded of the actions that led to a particular result [2].