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Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data

Summary: Dependency-based histogram synopses for high-dimensional data via interaction models capturing correlations. Low-dimensional marginals guided by the model approximate the joint, outperforming independence and aiding other space-partitioning methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3331
Venue
SIGMOD
Year
2001
Pagerank
0.0001487892
Overall Rank
694 | 95.26%
DOI
10.1145/375663.375685

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{deshpande_sigmod01,
        title = {{Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data}},
        author = {Deshpande, Amol and Garofalakis, Minos and Rastogi, Rajeev},
        series = {{SIGMOD} '01},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/375663.375685},
        url = {https://dl.acm.org/doi/10.1145/375663.375685},
        year = {2001}
}

Incoming Citations (Sorted by Pagerank)

Showing 44 of 44 citing papers.

Rank Citing Paper Year Venue Pagerank
159 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00028097506
257 The History of Histograms (abridged) 2003 VLDB 0.00023084203
337 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00020720366
363 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0001999288
402 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00019047959
510 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017169424
565 Towards a Robust Query Optimizer: A Principled and Practical Approach 2005 SIGMOD 0.00016386437
578 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00016216354
1,064 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012334773
1,069 Lightweight Graphical Models for Selectivity Estimation Without Independence Assumptions 2011 VLDB 0.00012304317
1,104 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00012130515
1,160 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00011862034
1,649 BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data 2003 VLDB 0.00010085625
1,890 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 9.5009745e-05
1,942 Consistently Estimating the Selectivity of Conjuncts of Predicates 2005 VLDB 9.4301861e-05
1,989 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.3281223e-05
2,121 SASH: A Self-Adaptive Histogram Set for Dynamically Changing Workloads 2003 VLDB 9.1144451e-05
2,254 GORDIAN: Efficient and Scalable Discovery of Composite Keys 2006 VLDB 8.839761e-05
2,358 QueryFormer: A Tree Transformer Model for Query Plan Representation 2022 VLDB 8.6727461e-05
2,374 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 8.6503423e-05
2,993 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 7.8683005e-05
3,039 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 7.8069681e-05
3,139 Structure and Value Synopses for XML Data Graphs 2002 VLDB 7.694419e-05
3,321 Conditional Selectivity for Statistics on Query Expressions 2004 SIGMOD 7.5072003e-05
3,803 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 7.0980894e-05
4,174 Content-Based Routing: Different Plans for Different Data 2005 VLDB 6.8316415e-05
4,245 ALECE: An Attention-based Learned Cardinality Estimator for SPJ Queries on Dynamic Workloads 2024 VLDB 6.7892803e-05
4,337 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 6.7322967e-05
5,676 Extended Wavelets for Multiple Measures 2003 SIGMOD 6.1081114e-05
5,813 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 6.0634815e-05
5,994 Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search 2002 SIGMOD 6.0022264e-05
6,566 Speeding Up End-to-end Query Execution via Learning-based Progressive Cardinality Estimation 2023 SIGMOD 5.8240405e-05
6,742 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.7720306e-05
7,212 Distributed Top-N Query Processing with Possibly Uncooperative Local Systems 2003 VLDB 5.6569107e-05
7,227 dbET: Execution Time Distribution-based Plan Selection 2023 SIGMOD 5.6532955e-05
8,229 Probabilistic Database Summarization for Interactive Data Exploration 2017 VLDB 5.4470963e-05
8,999 Sharing-Aware Horizontal Partitioning for Exploiting Correlations During Query Processing 2010 VLDB 5.3208917e-05
9,706 Detecting Attribute Dependencies from Query Feedback 2007 VLDB 5.2167755e-05
9,830 Selectivity Estimation for Queries Containing Predicates over Set-Valued Attributes 2023 SIGMOD 5.198429e-05
10,067 PRICE: A Pretrained Model for Cross-Database Cardinality Estimation 2025 VLDB 5.1529541e-05
10,121 Data-Agnostic Cardinality Learning from Imperfect Workloads 2025 VLDB 5.1373623e-05
10,477 CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations 2026 SIGMOD 5.0723324e-05
10,929 ACE: A Cardinality Estimator for Set-Valued Queries 2025 VLDB 5.0723324e-05
12,755 Adaptive Density Estimation 2006 VLDB 5.0723324e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
35 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00048312101
103 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00034277363
307 Approximate Query Processing Using Wavelets 2000 VLDB 0.0002170972
855 Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes 2000 SIGMOD 0.00013573277
Previous Page 1 / 1 Next

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