Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff
Summary: Formalizes six dataset-versioning problems around the storage–recreation-time tradeoff, showing most are intractable. Develops scheduling- and spanning-tree-based heuristics, validated in a prototype and experiments for large collaborative data-science repositories. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Souvik Bhattacherjee (University of Maryland)
- 2. Amit Chavan (University of Maryland)
- 3. Silu Huang (University of Illinois Urbana-Champaign)
- 4. Amol Deshpande (University of Maryland)
- 5. Aditya Parameswaran (University of Illinois Urbana-Champaign)
BibTeX Citation
@article{bhattacherjee_vldb15,
title = {{Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff}},
author = {Bhattacherjee, Souvik and Chavan, Amit and Huang, Silu and Deshpande, Amol and Parameswaran, Aditya},
journal = {PVLDB},
series = {{VLDB} '15},
volume = {8},
number = {12},
pages = {1346--1357},
doi = {10.14778/2824032.2824035},
url = {https://doi.org/10.14778/2824032.2824035},
year = {2015}
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 340 | A Taxonomy of Time in Databases | 1985 | SIGMOD | 0.00020560889 |
| 709 | Archiving Scientific Data | 2002 | SIGMOD | 0.00014605778 |
| 1,086 | DataHub: Collaborative Data Science & Dataset Version Management at Scale | 2015 | CIDR | 0.0001209772 |
| 5,597 | Managing Structured Collections of Community Data | 2011 | CIDR | 6.069136e-05 |
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