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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)

Paper ID
h6a216cd262e60ba6
Venue
VLDB
Year
2015
Pagerank
0.0001092646
Overall Rank
1,355 | 90.90%
DOI
10.14778/2824032.2824035

Incoming Non-self Citations Over Time

Authors

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}
}

Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
509 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017071087
624 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015479826
1,038 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.00012370691
1,691 MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis 2018 SIGMOD 9.8570722e-05
1,992 OrpheusDB: Bolt-on Versioning for Relational Databases 2017 VLDB 9.2366883e-05
2,280 Decibel: The Relational Dataset Branching System 2016 VLDB 8.7038926e-05
3,275 ForkBase: An Efficient Storage Engine for Blockchain and Forkable Applications 2018 VLDB 7.4691437e-05
3,399 Orca: Scalable Temporal Graph Neural Network Training with Theoretical Guarantees 2023 SIGMOD 7.3349076e-05
3,436 Collaborative Data Analytics with DataHub 2015 VLDB 7.3007741e-05
3,989 Beyond Relations: A Case for Elevating to the Entity-Relationship Abstraction 2025 CIDR 6.8703153e-05
5,097 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.2742361e-05
5,114 ORPHEUSDB: A Lightweight Approach to Relational Dataset Versioning 2017 SIGMOD 6.2680307e-05
5,252 Dagger: A Data (not code) Debugger 2020 CIDR 6.2087063e-05
5,792 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 5.99349e-05
6,046 Your notebook is not crumby enough, REPLace it 2020 CIDR 5.9052121e-05
6,190 Fine-Grained Lineage for Safer Notebook Interactions 2021 VLDB 5.8565828e-05
6,217 Materialization and Reuse Optimizations for Production Data Science Pipelines 2022 SIGMOD 5.8474357e-05
7,208 Dataset Relationship Management 2019 CIDR 5.584745e-05
7,446 DEX: Query Execution in a Delta-based Storage System 2017 SIGMOD 5.5242729e-05
7,963 LETUS: A Log-Structured Efficient Trusted Universal BlockChain Storage 2024 SIGMOD 5.4166794e-05
8,583 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 5.3092552e-05
9,242 R2D2: Reducing Redundancy and Duplication in Data Lakes 2023 SIGMOD 5.2056825e-05
9,713 CHEX: Multiversion Replay with Ordered Checkpoints 2022 VLDB 5.1370211e-05
10,071 Pensieve: Skewness-Aware Version Switching for Efficient Graph Processing 2020 SIGMOD 5.086136e-05
11,176 Alsatian: Optimizing Model Search for Deep Transfer Learning 2025 SIGMOD 4.9793485e-05
13,796 Effective Data Versioning for Collaborative Data Analytics 2020 SIGMOD -
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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
339 A Taxonomy of Time in Databases 1985 SIGMOD 0.00020570509
709 Archiving Scientific Data 2002 SIGMOD 0.00014609018
1,086 DataHub: Collaborative Data Science & Dataset Version Management at Scale 2015 CIDR 0.0001210322
5,596 Managing Structured Collections of Community Data 2011 CIDR 6.0719945e-05
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