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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
4784
Venue
SIGMOD
Year
2014
Pagerank
8.9551432e-05
Overall Rank
2,365 | 83.55%
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
943 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015145883
1,204 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013319541
1,323 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00012601997
1,427 Towards Scalable Dataframe Systems 2020 VLDB 0.0001204248
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011287495
1,874 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010244443
2,580 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 8.5058814e-05
2,588 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4909562e-05
2,616 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.4471955e-05
3,118 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.5379338e-05
3,333 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.2093479e-05
3,912 Two Birds, One Stone: A Fast, yet Lightweight, Indexing Scheme for Modern Database Systems 2017 VLDB 6.6354964e-05
3,944 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 6.6078243e-05
4,029 Spatial Online Sampling and Aggregation 2016 VLDB 6.51315e-05
4,375 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.2427076e-05
4,668 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.0115918e-05
5,224 Neighbor-Sensitive Hashing 2016 VLDB 5.6197981e-05
5,581 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 5.424205e-05
5,806 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.3200643e-05
5,868 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 5.2959352e-05
5,909 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 5.2769377e-05
6,169 Approximate Lifted Inference with Probabilistic Databases 2015 VLDB 5.1716068e-05
6,400 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.0803518e-05
6,493 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.0424713e-05
6,683 Probabilistic Databases for All 2020 PODS 4.9638979e-05
8,643 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 4.4777916e-05
8,689 Wander Join: Online Aggregation for Joins 2016 SIGMOD 4.4667389e-05
8,728 Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views 2015 VLDB 4.4589711e-05
9,296 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 4.3599613e-05
9,431 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 4.3434046e-05
10,497 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 4.1945683e-05
10,941 PECJ: Stream Window Join on Disorder Data Streams with Proactive Error Compensation 2024 SIGMOD 4.1945683e-05
10,981 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.1945683e-05
11,711 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 4.1945683e-05
11,913 STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data 2015 SIGMOD 4.1945683e-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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