FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4234863022> ?p ?o ?g. }

• W4234863022 endingPage "381" @default.
• W4234863022 startingPage "369" @default.
• W4234863022 abstract "Machine Learning (ML) techniques are pervasive tools in various emerging commercial applications, but have to be accommodated by powerful computer systems to process very large data. Although general-purpose CPUs and GPUs have provided straightforward solutions, their energy-efficiencies are limited due to their excessive supports for flexibility. Hardware accelerators may achieve better energy-efficiencies, but each accelerator often accommodates only a single ML technique (family). According to the famous No-Free-Lunch theorem in the ML domain, however, an ML technique performs well on a dataset may perform poorly on another dataset, which implies that such accelerator may sometimes lead to poor learning accuracy. Even if regardless of the learning accuracy, such accelerator can still become inapplicable simply because the concrete ML task is altered, or the user chooses another ML technique. In this study, we present an ML accelerator called PuDianNao, which accommodates seven representative ML techniques, including k-means, k-nearest neighbors, naive bayes, support vector machine, linear regression, classification tree, and deep neural network. Benefited from our thorough analysis on computational primitives and locality properties of different ML techniques, PuDianNao can perform up to 1056 GOP/s (e.g., additions and multiplications) in an area of 3.51 mm^2, and consumes 596 mW only. Compared with the NVIDIA K20M GPU (28nm process), PuDianNao (65nm process) is 1.20x faster, and can reduce the energy by 128.41x." @default.
• W4234863022 created "2022-05-12" @default.
• W4234863022 creator A5002062558 @default.
• W4234863022 creator A5011474781 @default.
• W4234863022 creator A5033237869 @default.
• W4234863022 creator A5036492388 @default.
• W4234863022 creator A5053070701 @default.
• W4234863022 creator A5064306333 @default.
• W4234863022 creator A5077322091 @default.
• W4234863022 creator A5081255430 @default.
• W4234863022 date "2015-05-29" @default.
• W4234863022 modified "2023-10-16" @default.
• W4234863022 title "PuDianNao" @default.
• W4234863022 cites W1498436455 @default.
• W4234863022 cites W1584468971 @default.
• W4234863022 cites W2043607059 @default.
• W4234863022 cites W2048266589 @default.
• W4234863022 cites W2063459162 @default.
• W4234863022 cites W2070192690 @default.
• W4234863022 cites W2091825929 @default.
• W4234863022 cites W2099705706 @default.
• W4234863022 cites W2100483895 @default.
• W4234863022 cites W2108199402 @default.
• W4234863022 cites W2112796928 @default.
• W4234863022 cites W2116064496 @default.
• W4234863022 cites W2117130368 @default.
• W4234863022 cites W2119821739 @default.
• W4234863022 cites W2120480077 @default.
• W4234863022 cites W2122522028 @default.
• W4234863022 cites W2124592110 @default.
• W4234863022 cites W2125203716 @default.
• W4234863022 cites W2126760474 @default.
• W4234863022 cites W2146166061 @default.
• W4234863022 cites W2146492971 @default.
• W4234863022 cites W2147768505 @default.
• W4234863022 cites W2149706766 @default.
• W4234863022 cites W2152839228 @default.
• W4234863022 cites W2160815625 @default.
• W4234863022 cites W2161238936 @default.
• W4234863022 doi "https://doi.org/10.1145/2786763.2694358" @default.
• W4234863022 hasPublicationYear "2015" @default.
• W4234863022 type Work @default.
• W4234863022 citedByCount "63" @default.
• W4234863022 countsByYear W42348630222016 @default.
• W4234863022 countsByYear W42348630222017 @default.
• W4234863022 countsByYear W42348630222018 @default.
• W4234863022 countsByYear W42348630222019 @default.
• W4234863022 countsByYear W42348630222020 @default.
• W4234863022 countsByYear W42348630222021 @default.
• W4234863022 countsByYear W42348630222022 @default.
• W4234863022 countsByYear W42348630222023 @default.
• W4234863022 crossrefType "journal-article" @default.
• W4234863022 hasAuthorship W4234863022A5002062558 @default.
• W4234863022 hasAuthorship W4234863022A5011474781 @default.
• W4234863022 hasAuthorship W4234863022A5033237869 @default.
• W4234863022 hasAuthorship W4234863022A5036492388 @default.
• W4234863022 hasAuthorship W4234863022A5053070701 @default.
• W4234863022 hasAuthorship W4234863022A5064306333 @default.
• W4234863022 hasAuthorship W4234863022A5077322091 @default.
• W4234863022 hasAuthorship W4234863022A5081255430 @default.
• W4234863022 hasConcept C105795698 @default.
• W4234863022 hasConcept C111919701 @default.
• W4234863022 hasConcept C113775141 @default.
• W4234863022 hasConcept C11413529 @default.
• W4234863022 hasConcept C119857082 @default.
• W4234863022 hasConcept C12267149 @default.
• W4234863022 hasConcept C134306372 @default.
• W4234863022 hasConcept C138885662 @default.
• W4234863022 hasConcept C154945302 @default.
• W4234863022 hasConcept C162324750 @default.
• W4234863022 hasConcept C173608175 @default.
• W4234863022 hasConcept C186370098 @default.
• W4234863022 hasConcept C187736073 @default.
• W4234863022 hasConcept C2779808786 @default.
• W4234863022 hasConcept C2780451532 @default.
• W4234863022 hasConcept C2780598303 @default.
• W4234863022 hasConcept C33923547 @default.
• W4234863022 hasConcept C36503486 @default.
• W4234863022 hasConcept C41008148 @default.
• W4234863022 hasConcept C41895202 @default.
• W4234863022 hasConcept C459310 @default.
• W4234863022 hasConcept C50644808 @default.
• W4234863022 hasConcept C52001869 @default.
• W4234863022 hasConcept C98045186 @default.
• W4234863022 hasConceptScore W4234863022C105795698 @default.
• W4234863022 hasConceptScore W4234863022C111919701 @default.
• W4234863022 hasConceptScore W4234863022C113775141 @default.
• W4234863022 hasConceptScore W4234863022C11413529 @default.
• W4234863022 hasConceptScore W4234863022C119857082 @default.
• W4234863022 hasConceptScore W4234863022C12267149 @default.
• W4234863022 hasConceptScore W4234863022C134306372 @default.
• W4234863022 hasConceptScore W4234863022C138885662 @default.
• W4234863022 hasConceptScore W4234863022C154945302 @default.
• W4234863022 hasConceptScore W4234863022C162324750 @default.
• W4234863022 hasConceptScore W4234863022C173608175 @default.
• W4234863022 hasConceptScore W4234863022C186370098 @default.
• W4234863022 hasConceptScore W4234863022C187736073 @default.
• W4234863022 hasConceptScore W4234863022C2779808786 @default.

• next