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Approximate Query Processing Using Wavelets

Summary: Introduces multi-dimensional wavelet coefficient synopses for general-purpose AQP on high-dimensional data. Queries run on wavelet-coefficient synopses, delivering approximate results with final expansion postponed; outperforms sampling and histograms. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8640
Venue
VLDB
Year
2000
Pagerank
0.00022034489
Overall Rank
300 | 97.92%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 66 citing papers.

Rank Citing Paper Year Venue Pagerank
27 Models and Issues in Data Stream Systems 2002 PODS 0.00053371163
146 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00029591767
255 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00023376534
256 The History of Histograms (abridged) 2003 VLDB 0.00023353808
274 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00022678252
302 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00022030492
328 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021121613
364 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00020183267
524 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017177356
540 Graph Summarization with Bounded Error 2008 SIGMOD 0.00016934962
685 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00015100765
752 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014377414
799 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013973755
800 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013970432
889 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013435086
1,098 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012272786
1,138 Wavelet Synopses with Error Guarantees 2002 SIGMOD 0.00012098633
1,608 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 0.00010307016
1,653 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 0.0001017846
1,939 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.5245725e-05
2,324 Integrating DB and IR Technologies: What is the Sound of One Hand Clapping? * 2005 CIDR 8.8288911e-05
2,325 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 8.8281302e-05
2,341 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.8002527e-05
2,406 FAS— a Freshness-Sensitive Coordination Middleware for a Cluster of OLAP Components 2002 VLDB 8.7030296e-05
2,583 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.4563178e-05
2,602 Partial Results in Database Systems 2014 SIGMOD 8.4256834e-05
3,007 Compressing Historical Information in Sensor Networks 2004 SIGMOD 7.9203037e-05
3,017 Approximate Selection with Guarantees using Proxies 2020 VLDB 7.9111641e-05
3,143 Approximate XML Query Answers 2004 SIGMOD 7.7696746e-05
3,737 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 7.2182521e-05
3,914 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 7.0851333e-05
4,121 One-Pass Wavelet Synopses for Maximum-Error Metrics 2005 VLDB 6.9498758e-05
4,258 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 6.8651591e-05
4,479 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.7365691e-05
4,670 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.6354395e-05
4,756 Space efficiency in Synopsis construction algorithms 2005 VLDB 6.5945229e-05
4,876 Lightweight Cardinality Estimation in LSM-based Systems 2018 SIGMOD 6.5298962e-05
4,882 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.5270539e-05
5,168 SeeDB: Visualizing Database Queries Efficiently 2014 VLDB 6.4008338e-05
5,419 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB 6.2957088e-05
5,443 Scalable Ranked Publish/Subscribe 2008 VLDB 6.2848731e-05
5,456 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB 6.2808038e-05
5,576 Extended Wavelets for Multiple Measures 2003 SIGMOD 6.2287311e-05
5,717 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 6.1775295e-05
5,917 OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series 2023 SIGMOD 6.1045976e-05
6,543 Progressive Indexes: Indexing for Interactive Data Analysis 2019 VLDB 5.904075e-05
6,977 Depth Estimation for Ranking Query Optimization 2007 VLDB 5.7930534e-05
8,064 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 5.5544828e-05
8,186 THEMIS: Fairness in Federated Stream Processing under Overload 2016 SIGMOD 5.538215e-05
8,596 Data Driven Approximation with Bounded Resources 2017 VLDB 5.4631304e-05
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Outgoing Citations (Sorted by Pagerank)

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

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