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Optimally selecting the top k values from X + Y with layer-ordered heaps

Selection and sorting the Cartesian sum, X + Y, are classic and important problems. Here, a new algorithm is presented, which generates the top k values of the form [Image: see text] . The algorithm relies on layer-ordered heaps, partial orderings of exponentially sized layers. The algorithm relies...

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Detalles Bibliográficos
Autor principal: Serang, Oliver
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8114817/
https://www.ncbi.nlm.nih.gov/pubmed/34013031
http://dx.doi.org/10.7717/peerj-cs.501
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author Serang, Oliver
author_facet Serang, Oliver
author_sort Serang, Oliver
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description Selection and sorting the Cartesian sum, X + Y, are classic and important problems. Here, a new algorithm is presented, which generates the top k values of the form [Image: see text] . The algorithm relies on layer-ordered heaps, partial orderings of exponentially sized layers. The algorithm relies only on median-of-medians and is simple to implement. Furthermore, it uses data structures contiguous in memory, cache efficient, and fast in practice. The presented algorithm is demonstrated to be theoretically optimal.
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spelling pubmed-81148172021-05-18 Optimally selecting the top k values from X + Y with layer-ordered heaps Serang, Oliver PeerJ Comput Sci Algorithms and Analysis of Algorithms Selection and sorting the Cartesian sum, X + Y, are classic and important problems. Here, a new algorithm is presented, which generates the top k values of the form [Image: see text] . The algorithm relies on layer-ordered heaps, partial orderings of exponentially sized layers. The algorithm relies only on median-of-medians and is simple to implement. Furthermore, it uses data structures contiguous in memory, cache efficient, and fast in practice. The presented algorithm is demonstrated to be theoretically optimal. PeerJ Inc. 2021-05-06 /pmc/articles/PMC8114817/ /pubmed/34013031 http://dx.doi.org/10.7717/peerj-cs.501 Text en © 2021 Serang https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ Computer Science) and either DOI or URL of the article must be cited.
spellingShingle Algorithms and Analysis of Algorithms
Serang, Oliver
Optimally selecting the top k values from X + Y with layer-ordered heaps
title Optimally selecting the top k values from X + Y with layer-ordered heaps
title_full Optimally selecting the top k values from X + Y with layer-ordered heaps
title_fullStr Optimally selecting the top k values from X + Y with layer-ordered heaps
title_full_unstemmed Optimally selecting the top k values from X + Y with layer-ordered heaps
title_short Optimally selecting the top k values from X + Y with layer-ordered heaps
title_sort optimally selecting the top k values from x + y with layer-ordered heaps
topic Algorithms and Analysis of Algorithms
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8114817/
https://www.ncbi.nlm.nih.gov/pubmed/34013031
http://dx.doi.org/10.7717/peerj-cs.501
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