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Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes

Summary: Proposes a variable-size, overlapping-bucket histogram that adapts to local density to approximate multi-dimensional real-valued data distributions more compactly and accurately. Generalizes kernel density estimation for efficient approximation of aggregate range queries and compares favorably with existing methods on real and synthetic datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3269
Venue
SIGMOD
Year
2000
Pagerank
0.00013619394
Overall Rank
850 | 94.17%
DOI
10.1145/342009.335448

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{gunopulos_sigmod00,
        title = {{Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes}},
        author = {Gunopulos, Dimitrios and Kollios, George and Domeniconi, Carlotta and Tsotras, Vassilis J.},
        series = {{SIGMOD} '00},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/342009.335448},
        url = {https://dl.acm.org/doi/10.1145/342009.335448},
        year = {2000}
}

Incoming Citations (Sorted by Pagerank)

Showing 33 of 33 citing papers.

Rank Citing Paper Year Venue Pagerank
257 The History of Histograms (abridged) 2003 VLDB 0.00023154793
363 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0002005475
365 STHoles: A Multidimensional Workload-Aware Histogram 2001 SIGMOD 0.00020041735
664 Exploiting Statistics on Query Expressions for Optimization 2002 SIGMOD 0.00015167825
692 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00014919816
723 Dynamic Multidimensional Histograms 2002 SIGMOD 0.00014620977
1,061 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012369764
1,122 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.0001209124
1,170 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00011827259
1,310 A Privacy-Preserving Index for Range Queries 2004 VLDB 0.00011209219
1,503 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 0.000105564
1,988 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.3501502e-05
2,271 Online Maintenance of Very Large Random Samples 2004 SIGMOD 8.8254873e-05
2,340 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.7246796e-05
2,638 Quality and Efficiency in Kernel Density Estimates for Large Data 2013 SIGMOD 8.3130624e-05
2,991 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 7.8880723e-05
3,086 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 7.7708642e-05
3,309 Conditional Selectivity for Statistics on Query Expressions 2004 SIGMOD 7.5368417e-05
4,325 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 6.7605683e-05
4,349 ALECE: An Attention-based Learned Cardinality Estimator for SPJ Queries on Dynamic Workloads 2024 VLDB 6.7504619e-05
5,963 Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search 2002 SIGMOD 6.0267197e-05
6,059 Evaluating Interactive Data Systems: Workloads, Metrics, and Guidelines 2018 SIGMOD 5.9915079e-05
6,654 Robust Estimation With Sampling and Approximate Pre-Aggregation 2003 VLDB 5.8131331e-05
7,177 Distributed Top-N Query Processing with Possibly Uncooperative Local Systems 2003 VLDB 5.6806091e-05
7,185 Anytime Measures for Top-k Algorithms 2007 VLDB 5.6779179e-05
7,388 Synopses for Query Optimization: A Space-Complexity Perspective 2004 PODS 5.6268292e-05
7,419 Structure-Aware Sampling: Flexible and Accurate Summarization 2011 VLDB 5.6229876e-05
9,642 Hierarchically Organized Skew-Tolerant Histograms for Geographic Data Objects 2010 SIGMOD 5.2434488e-05
10,028 PRICE: A Pretrained Model for Cross-Database Cardinality Estimation 2025 VLDB 5.1745962e-05
10,851 ACE: A Cardinality Estimator for Set-Valued Queries 2025 VLDB 5.093636e-05
10,875 Data-Agnostic Cardinality Learning from Imperfect Workloads 2025 VLDB 5.093636e-05
12,258 Statistics Collection in Oracle Spatial and Graph: Fast Histogram Construction for Complex Geometry Objects 2013 VLDB 5.093636e-05
12,836 How to Evaluate Multiple Range-Sum Queries Progressively 2002 PODS 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

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

Rank Cited Paper Year Venue Pagerank
136 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00030123303
448 Self-tuning Histograms: Building Histograms Without Looking at Data 1999 SIGMOD 0.00018292618
2,127 Selectivity Estimation in Spatial Databases 1999 SIGMOD 9.127762e-05
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