Adaptive Density Estimation
Summary: APDF tree adaptively estimates continuous densities by placing partition points densely in nonlinear regions and sparsely in linear ones. Its split/unsplit, kernel-addition, and optimization pipeline provides tight, bounded error with efficient computation. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Arturas Mazeika (Free University of Bolzano)
- 2. Michael H. Böhlen (Free University of Bolzano)
- 3. Andrej Taliun (Free University of Bolzano)
BibTeX Citation
@article{mazeika_vldb06,
title = {{Adaptive Density Estimation}},
author = {Mazeika, Arturas and Böhlen, Michael H. and Taliun, Andrej},
journal = {PVLDB},
series = {{VLDB} '06},
volume = {4},
number = {12},
pages = {1121--1122},
year = {2006}
}
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| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 449 | Self-tuning Histograms: Building Histograms Without Looking at Data | 1999 | SIGMOD | 0.000182322 |
| 694 | Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data | 2001 | SIGMOD | 0.0001487892 |
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