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A unifying framework for ℓ 0-sampling algorithms
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Cormode, Graham and Firmani, Donatella (2014) A unifying framework for ℓ 0-sampling algorithms. Distributed and Parallel Databases, Volume 32 (Number 3). pp. 315-335. doi:10.1007/s10619-013-7131-9
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Official URL: http://dx.doi.org/10.1007/s10619-013-7131-9
Abstract
The problem of building an ℓ 0-sampler is to sample near-uniformly from the support set of a dynamic multiset. This problem has a variety of applications within data analysis, computational geometry and graph algorithms. In this paper, we abstract a set of steps for building an ℓ 0-sampler, based on sampling, recovery and selection. We analyze the implementation of an ℓ 0-sampler within this framework, and show how prior constructions of ℓ 0-samplers can all be expressed in terms of these steps. Our experimental contribution is to provide a first detailed study of the accuracy and computational cost of ℓ 0-samplers.
| Item Type: | Journal Article | ||||||
|---|---|---|---|---|---|---|---|
| Divisions: | Faculty of Science > Computer Science | ||||||
| Journal or Publication Title: | Distributed and Parallel Databases | ||||||
| Publisher: | Springer New York LLC | ||||||
| ISSN: | 0926-8782 | ||||||
| Official Date: | September 2014 | ||||||
| Dates: |
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| Volume: | Volume 32 | ||||||
| Number: | Number 3 | ||||||
| Page Range: | pp. 315-335 | ||||||
| DOI: | 10.1007/s10619-013-7131-9 | ||||||
| Status: | Peer Reviewed | ||||||
| Publication Status: | Published | ||||||
| Access rights to Published version: | Restricted or Subscription Access | ||||||
| Embodied As: | 1 |
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