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Efficient Computation of k-Nearest Neighbour Graphs for Large High-Dimensional Data Sets on GPU Clusters

This paper presents an implementation of the brute-force exact k-Nearest Neighbor Graph (k-NNG) construction for ultra-large high-dimensional data cloud. The proposed method uses Graphics Processing Units (GPUs) and is scalable with multi-levels of parallelism (between nodes of a cluster, between di...

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Библиографические подробности
Главные авторы: Dashti, Ali, Komarov, Ivan, D’Souza, Roshan M.
Формат: Artigo
Язык:Inglês
Опубликовано: Public Library of Science 2013
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Online-ссылка:https://ncbi.nlm.nih.gov/pmc/articles/PMC3781071/
https://ncbi.nlm.nih.gov/pubmed/24086314
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0074113
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