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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
4785
Venue
SIGMOD
Year
2014
Pagerank
8.8415494e-05
Overall Rank
2,424 | 83.16%
DOI
10.1145/2588555.2588579

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
941 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015147831
1,161 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013579831
1,320 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00012606067
1,427 Towards Scalable Dataframe Systems 2020 VLDB 0.00012033503
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011289028
1,867 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010264932
2,583 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 8.4973431e-05
2,589 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4868591e-05
2,603 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.4634633e-05
3,020 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.6987905e-05
3,335 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.2023806e-05
3,906 Two Birds, One Stone: A Fast, yet Lightweight, Indexing Scheme for Modern Database Systems 2017 VLDB 6.6413008e-05
3,944 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 6.6056349e-05
4,032 Spatial Online Sampling and Aggregation 2016 VLDB 6.5131946e-05
4,372 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.2367043e-05
4,664 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.0058132e-05
5,218 Neighbor-Sensitive Hashing 2016 VLDB 5.6204105e-05
5,578 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 5.4231783e-05
5,817 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.3154329e-05
5,867 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 5.2933639e-05
5,910 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 5.2718714e-05
6,167 Approximate Lifted Inference with Probabilistic Databases 2015 VLDB 5.1725053e-05
6,481 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.039683e-05
6,631 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 4.9805704e-05
6,685 Probabilistic Databases for All 2020 PODS 4.9591332e-05
8,414 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 4.5135713e-05
8,642 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 4.4734993e-05
8,685 Wander Join: Online Aggregation for Joins 2016 SIGMOD 4.4624568e-05
8,703 Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views 2015 VLDB 4.4596255e-05
9,238 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 4.3648789e-05
9,301 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 4.3558097e-05
10,944 PECJ: Stream Window Join on Disorder Data Streams with Proactive Error Compensation 2024 SIGMOD 4.1905499e-05
10,984 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.1905499e-05
11,717 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 4.1905499e-05
11,921 STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data 2015 SIGMOD 4.1905499e-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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