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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
0.0001088824
Overall Rank
1,362 | 90.88%
DOI
10.14778/2824032.2824035
PDF
Download (CC BY-NC-ND 3.0)

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
512 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017036842
623 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015446839
1,041 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.00012334538
1,699 MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis 2018 SIGMOD 9.8230859e-05
2,001 OrpheusDB: Bolt-on Versioning for Relational Databases 2017 VLDB 9.2020796e-05
2,296 Decibel: The Relational Dataset Branching System 2016 VLDB 8.6729094e-05
3,287 ForkBase: An Efficient Storage Engine for Blockchain and Forkable Applications 2018 VLDB 7.4411317e-05
3,411 Orca: Scalable Temporal Graph Neural Network Training with Theoretical Guarantees 2023 SIGMOD 7.3074792e-05
3,447 Collaborative Data Analytics with DataHub 2015 VLDB 7.2748826e-05
4,006 Beyond Relations: A Case for Elevating to the Entity-Relationship Abstraction 2025 CIDR 6.8443562e-05
5,120 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.254003e-05
5,137 ORPHEUSDB: A Lightweight Approach to Relational Dataset Versioning 2017 SIGMOD 6.244375e-05
5,277 Dagger: A Data (not code) Debugger 2020 CIDR 6.1853307e-05
5,808 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 5.9708628e-05
6,062 Your notebook is not crumby enough, REPLace it 2020 CIDR 5.8829004e-05
6,203 Fine-Grained Lineage for Safer Notebook Interactions 2021 VLDB 5.8344547e-05
6,234 Materialization and Reuse Optimizations for Production Data Science Pipelines 2022 SIGMOD 5.825343e-05
7,230 Dataset Relationship Management 2019 CIDR 5.5636441e-05
7,469 DEX: Query Execution in a Delta-based Storage System 2017 SIGMOD 5.50341e-05
7,984 LETUS: A Log-Structured Efficient Trusted Universal BlockChain Storage 2024 SIGMOD 5.3962128e-05
8,609 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 5.2892055e-05
9,276 R2D2: Reducing Redundancy and Duplication in Data Lakes 2023 SIGMOD 5.1860131e-05
9,749 CHEX: Multiversion Replay with Ordered Checkpoints 2022 VLDB 5.1176111e-05
10,111 Pensieve: Skewness-Aware Version Switching for Efficient Graph Processing 2020 SIGMOD 5.0669183e-05
11,244 Alsatian: Optimizing Model Search for Deep Transfer Learning 2025 SIGMOD 4.9605343e-05
13,841 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
341 A Taxonomy of Time in Databases 1985 SIGMOD 0.00020516619
715 Archiving Scientific Data 2002 SIGMOD 0.00014558752
1,089 DataHub: Collaborative Data Science & Dataset Version Management at Scale 2015 CIDR 0.00012062983
5,612 Managing Structured Collections of Community Data 2011 CIDR 6.0493583e-05
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