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Approximate Query Processing Using Wavelets

Summary: Uses multidimensional wavelet-coefficient synopses for general-purpose, high-dimensional approximate query processing. Novel algorithms execute arbitrarily complex relational queries directly in coefficient space, outperforming sampling and histograms while enabling rapid exploratory analytics. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h376c60cb96528cc2
Venue
VLDB
Year
2000
Pagerank
0.00021315058
Overall Rank
311 | 97.92%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{chakrabarti_vldb00,
        title = {{Approximate Query Processing Using Wavelets}},
        author = {Chakrabarti, Kaushik and Garofalakis, Minos and Rastogi, Rajeev and Shim, Kyuseok},
        journal = {PVLDB},
        series = {{VLDB} '00},
        pages = {111--122},
        year = {2000}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 66 citing papers.

Rank Citing Paper Year Venue Pagerank
26 Models and Issues in Data Stream Systems 2002 PODS 0.00051942573
152 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00028566618
254 The History of Histograms (abridged) 2003 VLDB 0.00022999992
268 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00022654182
287 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00022060616
316 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021238056
320 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021128745
374 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00019698889
508 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017108973
563 Graph Summarization with Bounded Error 2008 SIGMOD 0.00016294243
701 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.0001464136
752 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014234789
844 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013498392
852 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013447072
935 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00012968914
1,065 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012181098
1,174 Wavelet Synopses with Error Guarantees 2002 SIGMOD 0.0001165008
1,668 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.9190265e-05
1,681 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 9.8821344e-05
2,014 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.1775869e-05
2,364 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.5549846e-05
2,406 Integrating DB and IR Technologies: What is the Sound of One Hand Clapping? * 2005 CIDR 8.4962449e-05
2,428 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 8.466877e-05
2,493 FAS - a Freshness-Sensitive Coordination Middleware for a Cluster of OLAP Components 2002 VLDB 8.3721565e-05
2,661 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.1414177e-05
2,730 Partial Results in Database Systems 2014 SIGMOD 8.0676725e-05
2,777 Approximate Selection with Guarantees using Proxies 2020 VLDB 8.0101016e-05
3,106 Compressing Historical Information in Sensor Networks 2004 SIGMOD 7.6276487e-05
3,263 Approximate XML Query Answers 2004 SIGMOD 7.4679565e-05
3,858 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 6.9543709e-05
4,000 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 6.8489751e-05
4,290 One-Pass Wavelet Synopses for Maximum-Error Metrics 2005 VLDB 6.6675308e-05
4,438 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 6.5840202e-05
4,607 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.4894359e-05
4,822 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.3874063e-05
4,962 Space efficiency in Synopsis construction algorithms 2005 VLDB 6.3244317e-05
5,049 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.287033e-05
5,056 Lightweight Cardinality Estimation in LSM-based Systems 2018 SIGMOD 6.282339e-05
5,476 SeeDB: Visualizing Database Queries Efficiently 2014 VLDB 6.1008903e-05
5,636 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB 6.0385837e-05
5,664 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB 6.0293278e-05
5,668 Scalable Ranked Publish/Subscribe 2008 VLDB 6.0272577e-05
5,800 Extended Wavelets for Multiple Measures 2003 SIGMOD 5.9735022e-05
5,837 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 5.9600736e-05
6,153 OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series 2023 SIGMOD 5.8544071e-05
6,700 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 5.6877938e-05
6,771 Progressive Indexes: Indexing for Interactive Data Analysis 2019 VLDB 5.669285e-05
7,266 Depth Estimation for Ranking Query Optimization 2007 VLDB 5.55407e-05
8,441 U-DPAP: Utility-aware Efficient Range Counting on Privacy-preserving Spatial Data Federation 2025 SIGMOD 5.3148581e-05
8,514 THEMIS: Fairness in Federated Stream Processing under Overload 2016 SIGMOD 5.311399e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00076079812
37 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00047654188
79 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00036394222
103 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00033847446
138 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00029532435
171 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00027063233
222 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024136952
450 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.0001806593
1,779 Caching Multidimensional Queries Using Chunks 1998 SIGMOD 9.6641413e-05
3,341 WALRUS: A Similarity Retrieval Algorithm for Image Databases 1999 SIGMOD 7.3884891e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 935 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD
2 3,168 REHIST: Relative Error Histogram Construction Algorithms 2004 VLDB
3 5,636 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB
4 4,438 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS
5 3,312 Optimal and Approximate Computation of Summary Statistics for Range Aggregates 2001 PODS
6 316 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB
7 5,800 Extended Wavelets for Multiple Measures 2003 SIGMOD
8 1,174 Wavelet Synopses with Error Guarantees 2002 SIGMOD
9 222 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD
10 171 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD