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Multi-dimensional Selectivity Estimation Using Compressed Histogram Information

Summary: Multi-dimensional selectivity estimation for dependent attributes within a single relation, including multimedia feature vectors in multi-dimensional indexes. Compressed histogram information with a discrete cosine transform across many small buckets achieves low storage, low error, and update-friendly maintenance without full reconstructions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3162
Venue
SIGMOD
Year
1999
Pagerank
0.00012401532
Overall Rank
1,053 | 92.78%
DOI
10.1145/304182.304200

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{lee_sigmod99,
        title = {{Multi-dimensional Selectivity Estimation Using Compressed Histogram Information}},
        author = {Lee, Ju-Hong and Kim, Deok-Hwan and Chung, Chin-Wan},
        series = {{SIGMOD} '99},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/304182.304200},
        url = {https://dl.acm.org/doi/10.1145/304182.304200},
        year = {1999}
}

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
257 The History of Histograms (abridged) 2003 VLDB 0.00023154793
311 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021760621
363 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0002005475
365 STHoles: A Multidimensional Workload-Aware Histogram 2001 SIGMOD 0.00020041735
566 Towards a Robust Query Optimizer: A Principled and Practical Approach 2005 SIGMOD 0.00016436005
723 Dynamic Multidimensional Histograms 2002 SIGMOD 0.00014620977
977 Dynamic Maintenance of Wavelet-Based Histograms 2000 VLDB 0.00012864017
1,503 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 0.000105564
1,893 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 9.5269935e-05
2,155 Integrating the UB-Tree into a Database System Kernel 2000 VLDB 9.0713545e-05
3,034 Compressing Historical Information in Sensor Networks 2004 SIGMOD 7.8302786e-05
4,258 Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data 2004 SIGMOD 6.7994155e-05
4,405 DigitHist: a Histogram-Based Data Summary with Tight Error Bounds 2017 VLDB 6.7218674e-05
5,137 Exact Cardinality Query Optimization with Bounded Execution Cost 2019 SIGMOD 6.3507372e-05
7,419 Structure-Aware Sampling: Flexible and Accurate Summarization 2011 VLDB 5.6229876e-05
8,121 NetCube: A Scalable Tool for Fast Data Mining and Compression 2001 VLDB 5.4834308e-05
8,602 Marigold: Efficient k-means Clustering in High Dimensions 2023 VLDB 5.404485e-05
9,642 Hierarchically Organized Skew-Tolerant Histograms for Geographic Data Objects 2010 SIGMOD 5.2434488e-05
9,796 ROME: Robust Query Optimization via Parallel Multi-Plan Execution 2024 SIGMOD 5.21848e-05
10,891 Cardinality Estimation for Having-Clauses 2025 VLDB 5.093636e-05
11,931 HomeRun: Scalable Sparse-Spectrum Reconstruction of Aggregated Historical Data 2018 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
31 BIRCH: An Efficient Data Clustering Method for Very Large Databases 1996 SIGMOD 0.00050347119
35 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00048481081
75 Sampling-Based Estimation of the Number of Distinct Values of an Attribute 1995 VLDB 0.00037277061
85 The X-tree: An Index Structure for High-Dimensional Data 1996 VLDB 0.00035405879
88 Efficient and Effective Clustering Methods for Spatial Data Mining 1994 VLDB 0.00035240327
101 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00034376651
170 Combining Fuzzy Information from Multiple Systems 1996 PODS 0.00027376361
222 Adaptive Selectivity Estimation Using Query Feedback 1994 SIGMOD 0.00024193708
267 Optimal Histograms with Quality Guarantees 1998 VLDB 0.00022798161
274 Balancing Histogram Optimality and Practicality for Query Result Size Estimation 1995 SIGMOD 0.00022645621
351 CURE: An Efficient Clustering Algorithm for Large Databases 1998 SIGMOD 0.00020424271
402 Fuzzy Queries in Multimedia Database Systems 1998 PODS 0.00019072958
675 Optimizing Queries over Multimedia Repositories 1996 SIGMOD 0.00015080025
786 Universality of Serial Histograms 1993 VLDB 0.00014053885
864 The Pyramid-Technique: Towards Breaking the Curse of Dimensionality 1998 SIGMOD 0.00013522522
1,172 An Instant and Accurate Size Estimation Method for Joins and Selection in a Retrieval-Intensive Environment 1993 SIGMOD 0.00011825923
1,370 Towards an Analysis of Range Query Performance in Spatial Data Structures 1993 PODS 0.00010997795
1,907 Incremental Clustering for Mining in a Data Warehousing Environment 1998 VLDB 9.501636e-05
2,774 Estimating the Selectivity of Spatial Queries Using the 'Correlation' Fractal Dimension 1995 VLDB 8.1372328e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 101 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB
2 274 Balancing Histogram Optimality and Practicality for Query Result Size Estimation 1995 SIGMOD
3 4,405 DigitHist: a Histogram-Based Data Summary with Tight Error Bounds 2017 VLDB
4 850 Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes 2000 SIGMOD
5 267 Optimal Histograms with Quality Guarantees 1998 VLDB
6 1,503 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD
7 35 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD
8 168 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD
9 723 Dynamic Multidimensional Histograms 2002 SIGMOD
10 118 Equi-Depth Histograms For Estimating Selectivity Factors For Multi-Dimensional Queries 1988 SIGMOD