Influence of the individual's size on the island model architecture

Kód výsledku v IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F18%3A10380309" target="_blank" >RIV/00216208:11320/18:10380309 - isvavai.cz</a>
Výsledek na webu
<a href="http://daz2018.fit.vutbr.cz/DaZ_WIKT_2018_Sbornik.pdf" target="_blank" >http://daz2018.fit.vutbr.cz/DaZ_WIKT_2018_Sbornik.pdf</a>
DOI - Digital Object Identifier
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Jazyk výsledku
angličtina
Název v původním jazyce
Influence of the individual's size on the island model architecture
Popis výsledku v původním jazyce
Our motivation starts from recommendation systems on large data. We use hybrid evolutionary agent based system. Our system runs in parallel several optimization methods. Main challenge is the frequency of individuals migration. We describe technical restrictions which complicate parallelization techniques of helping each other computational methods. Size of data influences latency in communication and measurement. We experiment with architectural changes which enable to move the limits. At the same time we would like to give planners sufficient freedom to manage distributed computation.
Název v anglickém jazyce
Influence of the individual's size on the island model architecture
Popis výsledku anglicky
Our motivation starts from recommendation systems on large data. We use hybrid evolutionary agent based system. Our system runs in parallel several optimization methods. Main challenge is the frequency of individuals migration. We describe technical restrictions which complicate parallelization techniques of helping each other computational methods. Size of data influences latency in communication and measurement. We experiment with architectural changes which enable to move the limits. At the same time we would like to give planners sufficient freedom to manage distributed computation.

Druh
D - Stať ve sborníku
CEP obor
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OECD FORD obor
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Rok uplatnění
2018
Kód důvěrnosti údajů
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

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