MapReduce and Streaming Algorithms for Diversity Maximization in Metric Spaces of Bounded Doubling Dimension
Summary: Streaming and MapReduce algorithms for diversity maximization in bounded-doubling metrics, using compact coresets and achieving (α+ε)-approximation relative to the best sequential linear-space ratio. Experiments scale beyond a billion points. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Matteo Ceccarello (University of Padova)
- 2. Andrea Pietracaprina (University of Padova)
- 3. Geppino Pucci (University of Padova)
- 4. Eli Upfal (Brown University)
BibTeX Citation
@article{ceccarello_vldb17,
title = {{MapReduce and Streaming Algorithms for Diversity Maximization in Metric Spaces of Bounded Doubling Dimension}},
author = {Ceccarello, Matteo and Pietracaprina, Andrea and Pucci, Geppino and Upfal, Eli},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {5},
pages = {469--480},
doi = {10.14778/3055540.3055542},
url = {https://doi.org/10.14778/3055540.3055542},
year = {2017}
}Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,462 | Solving k-center Clustering (with Outliers) in MapReduce and Streaming, almost as Accurately as Sequentially | 2019 | VLDB | 6.5863493e-05 |
| 6,250 | RC-Index: Diversifying Answers to Range Queries | 2018 | VLDB | 5.8333139e-05 |
| 7,784 | Efficient Indexes for Diverse Top-k Range Queries | 2020 | PODS | 5.4520677e-05 |
| 7,961 | Better Sliding Window Algorithms to Maximize Subadditive and Diversity Objectives | 2019 | PODS | 5.4157905e-05 |
| 10,861 | Fast and Private Max-Sum Diversification | 2026 | VLDB | 4.9769913e-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 |
|---|---|---|---|---|
| 1,145 | Efficient Diversity-Aware Search | 2011 | SIGMOD | 0.00011818487 |
| 1,732 | Addressing Diverse User Preferences in SQL-Query-Result Navigation | 2007 | SIGMOD | 9.7633187e-05 |
| 2,759 | Composable Core-sets for Diversity and Coverage Maximization | 2014 | PODS | 8.0465707e-05 |
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|---|---|---|---|---|
| 1 | 2,177 | Top-k Bounded Diversification | 2012 | SIGMOD |
| 2 | 8,246 | Towards Metric DBSCAN: Exact, Approximate, and Streaming Algorithms | 2024 | SIGMOD |
| 3 | 12,335 | Streaming Algorithms for Robust Distinct Elements | 2016 | SIGMOD |
| 4 | 10,861 | Fast and Private Max-Sum Diversification | 2026 | VLDB |
| 5 | 1,937 | Max-Sum Diversification, Monotone Submodular Functions and Dynamic Updates | 2012 | PODS |
| 6 | 11,103 | Robust Statistical Analysis on Streaming Data with Near-Duplicates in General Metric Spaces | 2025 | PODS |
| 7 | 10,090 | Minimum Coresets for Maxima Representation of Multidimensional Data | 2021 | PODS |
| 8 | 11,526 | Faster Algorithms for Fair Max-Min Diversification in Rd | 2024 | SIGMOD |
| 9 | 4,462 | Solving k-center Clustering (with Outliers) in MapReduce and Streaming, almost as Accurately as Sequentially | 2019 | VLDB |
| 10 | 2,759 | Composable Core-sets for Diversity and Coverage Maximization | 2014 | PODS |