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The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing

Summary: Probabilistic relational model for bootstrap in AQP; bridges analytic error and bootstrap semantics. Single-round evaluation via a modified query predicts bootstrap-based quality for broad SQL; orders of magnitude faster and more accurate. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hf8addf4b5d06df57
Venue
SIGMOD
Year
2014
Pagerank
9.3837729e-05
Overall Rank
1,916 | 87.12%
DOI
10.1145/2588555.2588579

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zeng_sigmod14,
        title = {{The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing}},
        author = {Zeng, Kai and Gao, Shi and Mozafari, Barzan and Zaniolo, Carlo},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2588579},
        url = {https://dl.acm.org/doi/10.1145/2588555.2588579},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
596 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015785583
784 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014012614
840 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.0001354605
1,082 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012122749
1,369 Towards Scalable Dataframe Systems 2020 VLDB 0.00010899832
1,428 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010693831
2,000 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.2112617e-05
2,027 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 9.1618139e-05
2,224 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.80823e-05
2,642 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 8.1778168e-05
2,873 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.9225385e-05
3,424 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.3117029e-05
3,597 Two Birds, One Stone: A Fast, yet Lightweight, Indexing Scheme for Modern Database Systems 2017 VLDB 7.1788912e-05
3,818 Spatial Online Sampling and Aggregation 2016 VLDB 7.0060535e-05
4,253 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.7015395e-05
4,856 Neighbor-Sensitive Hashing 2016 VLDB 6.3798143e-05
4,960 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.3390487e-05
5,316 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 6.1836681e-05
5,340 Approximate Lifted Inference with Probabilistic Databases 2015 VLDB 6.1731278e-05
5,373 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.1569337e-05
5,473 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.1178467e-05
5,831 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.9782109e-05
5,877 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.9627218e-05
6,227 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.8452386e-05
6,839 Probabilistic Databases for All 2020 PODS 5.6674588e-05
7,375 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.5400509e-05
8,216 Wander Join: Online Aggregation for Joins 2016 SIGMOD 5.3764262e-05
8,223 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.3751366e-05
8,770 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.2812395e-05
8,870 Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views 2015 VLDB 5.2601766e-05
9,539 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 5.1621607e-05
11,506 PECJ: Stream Window Join on Disorder Data Streams with Proactive Error Compensation 2024 SIGMOD 4.9793485e-05
11,536 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.9793485e-05
12,215 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 4.9793485e-05
12,405 STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data 2015 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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