PROB: A tool for Tracking Provenance and Reproducibility of Big Data Experiments
dc.contributor.author | Korolev, Vladimir | |
dc.contributor.author | Joshi, Anupam | |
dc.date.accessioned | 2018-11-02T14:16:56Z | |
dc.date.available | 2018-11-02T14:16:56Z | |
dc.date.issued | 2014-03-02 | |
dc.description | Reproduce '14. HPCA 2014 | en_US |
dc.description.abstract | Reproducibility of computations and data provenance are very important goals to achieve in order to improve the quality of one's research. Unfortunately, despite some efforts made in the past, it is still very hard to reproduce computational experiments with high degree of certainty. The Big Data phenomenon in recent years makes this goal even harder to achieve. In this work, we propose a tool that aids researchers to improve reproducibility of their experiments through automated keeping of provenance records. | en_US |
dc.description.uri | https://ebiquity.umbc.edu/paper/html/id/650/PROB-A-tool-for-Tracking-Provenance-and-Reproducibility-of-Big-Data-Experiments | en_US |
dc.format.extent | 6 pages | en_US |
dc.genre | conference papers and proceedings pre-print | en_US |
dc.identifier | doi:10.13016/M2R20S123 | |
dc.identifier.uri | http://hdl.handle.net/11603/11837 | |
dc.language.iso | en_US | en_US |
dc.relation.isAvailableAt | The University of Maryland, Baltimore County (UMBC) | |
dc.relation.ispartof | UMBC Computer Science and Electrical Engineering Department Collection | |
dc.relation.ispartof | UMBC Faculty Collection | |
dc.rights | This item is likely protected under Title 17 of the U.S. Copyright Law. Unless on a Creative Commons license, for uses protected by Copyright Law, contact the copyright holder or the author. | |
dc.subject | Tracking | en_US |
dc.subject | Reproducibility | en_US |
dc.subject | Big Data | en_US |
dc.subject | computations | en_US |
dc.subject | data provenance | en_US |
dc.subject | UMBC Ebiquity Research Group | en_US |
dc.title | PROB: A tool for Tracking Provenance and Reproducibility of Big Data Experiments | en_US |
dc.type | Text | en_US |
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