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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
9.3822742e-05
Overall Rank
1,916 | 87.13%
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 0.00015782051
772 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.0001409096
841 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013543
1,061 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012208639
1,370 Towards Scalable Dataframe Systems 2020 VLDB 0.00010895207
1,428 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.0001069161
2,003 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.2071735e-05
2,028 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 9.1584244e-05
2,219 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.8127129e-05
2,643 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 8.1741373e-05
2,873 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.9190136e-05
3,424 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.3084429e-05
3,592 Two Birds, One Stone: A Fast, yet Lightweight, Indexing Scheme for Modern Database Systems 2017 VLDB 7.1807308e-05
3,819 Spatial Online Sampling and Aggregation 2016 VLDB 7.0027383e-05
4,254 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.698367e-05
4,852 Neighbor-Sensitive Hashing 2016 VLDB 6.3776281e-05
4,962 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.3360478e-05
5,310 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 6.184026e-05
5,342 Approximate Lifted Inference with Probabilistic Databases 2015 VLDB 6.171876e-05
5,379 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.1540191e-05
5,474 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.1159955e-05
5,829 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.9764044e-05
5,877 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.9599042e-05
6,220 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.8447948e-05
6,843 Probabilistic Databases for All 2020 PODS 5.6647759e-05
7,363 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.5404386e-05
7,749 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.4585522e-05
8,223 Wander Join: Online Aggregation for Joins 2016 SIGMOD 5.3738811e-05
8,771 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.2808131e-05
8,876 Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views 2015 VLDB 5.2587627e-05
9,548 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 5.159717e-05
11,512 PECJ: Stream Window Join on Disorder Data Streams with Proactive Error Compensation 2024 SIGMOD 4.9769913e-05
11,542 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.9769913e-05
12,221 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 4.9769913e-05
12,411 STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data 2015 SIGMOD 4.9769913e-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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