FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2571689128> ?p ?o ?g. }

• W2571689128 abstract "Convolution Neural Network (CNN) is a state of the art machine learning algorithm. For CNN accelerator implementations, fixed-point and floating-point are two typical numeric representations. Because of the effects of rounding, reducing the word length would save the hardware and the power overheads while sacrificing the computation accuracy. The inherent robustness of neural network makes it possible to maintain the classification accuracy with very limited word length. Therefore, for the CNN accelerator designs, the primary issue is to determine the optimal arithmetic and the associated word length. In this paper, we developed the analytical error models to investigate the finite word length impacts of fixed-point and floating-point arithmetic in the test phase of CNN, respectively. It is revealed that the rounding errors are accumulated during the layer-wise convolution. Therefore, with the augment of network scale, the required word lengths for fixed-point and floating-point are both increased." @default.
• W2571689128 created "2017-01-26" @default.
• W2571689128 creator A5054510847 @default.
• W2571689128 creator A5076934078 @default.
• W2571689128 creator A5083126177 @default.
• W2571689128 date "2016-11-01" @default.
• W2571689128 modified "2023-09-22" @default.
• W2571689128 title "Error models of finite word length arithmetic in CNN accelerator design" @default.
• W2571689128 cites W1990315422 @default.
• W2571689128 cites W2009832130 @default.
• W2571689128 cites W2048266589 @default.
• W2571689128 cites W2067523571 @default.
• W2571689128 cites W2094756095 @default.
• W2571689128 cites W2096645269 @default.
• W2571689128 cites W2112016429 @default.
• W2571689128 cites W2125203716 @default.
• W2571689128 cites W2135407475 @default.
• W2571689128 cites W2155893237 @default.
• W2571689128 cites W2163605009 @default.
• W2571689128 cites W2170142399 @default.
• W2571689128 cites W2950769435 @default.
• W2571689128 cites W2963374099 @default.
• W2571689128 doi "https://doi.org/10.1109/vcip.2016.7805580" @default.
• W2571689128 hasPublicationYear "2016" @default.
• W2571689128 type Work @default.
• W2571689128 sameAs 2571689128 @default.
• W2571689128 citedByCount "2" @default.
• W2571689128 countsByYear W25716891282018 @default.
• W2571689128 countsByYear W25716891282020 @default.
• W2571689128 crossrefType "proceedings-article" @default.
• W2571689128 hasAuthorship W2571689128A5054510847 @default.
• W2571689128 hasAuthorship W2571689128A5076934078 @default.
• W2571689128 hasAuthorship W2571689128A5083126177 @default.
• W2571689128 hasConcept C104317684 @default.
• W2571689128 hasConcept C111919701 @default.
• W2571689128 hasConcept C11413529 @default.
• W2571689128 hasConcept C136625980 @default.
• W2571689128 hasConcept C154945302 @default.
• W2571689128 hasConcept C163973906 @default.
• W2571689128 hasConcept C185592680 @default.
• W2571689128 hasConcept C204321447 @default.
• W2571689128 hasConcept C2524010 @default.
• W2571689128 hasConcept C3019641298 @default.
• W2571689128 hasConcept C33923547 @default.
• W2571689128 hasConcept C41008148 @default.
• W2571689128 hasConcept C45347329 @default.
• W2571689128 hasConcept C45374587 @default.
• W2571689128 hasConcept C50644808 @default.
• W2571689128 hasConcept C55493867 @default.
• W2571689128 hasConcept C61005703 @default.
• W2571689128 hasConcept C63479239 @default.
• W2571689128 hasConcept C81363708 @default.
• W2571689128 hasConcept C84211073 @default.
• W2571689128 hasConcept C90805587 @default.
• W2571689128 hasConcept C94375191 @default.
• W2571689128 hasConceptScore W2571689128C104317684 @default.
• W2571689128 hasConceptScore W2571689128C111919701 @default.
• W2571689128 hasConceptScore W2571689128C11413529 @default.
• W2571689128 hasConceptScore W2571689128C136625980 @default.
• W2571689128 hasConceptScore W2571689128C154945302 @default.
• W2571689128 hasConceptScore W2571689128C163973906 @default.
• W2571689128 hasConceptScore W2571689128C185592680 @default.
• W2571689128 hasConceptScore W2571689128C204321447 @default.
• W2571689128 hasConceptScore W2571689128C2524010 @default.
• W2571689128 hasConceptScore W2571689128C3019641298 @default.
• W2571689128 hasConceptScore W2571689128C33923547 @default.
• W2571689128 hasConceptScore W2571689128C41008148 @default.
• W2571689128 hasConceptScore W2571689128C45347329 @default.
• W2571689128 hasConceptScore W2571689128C45374587 @default.
• W2571689128 hasConceptScore W2571689128C50644808 @default.
• W2571689128 hasConceptScore W2571689128C55493867 @default.
• W2571689128 hasConceptScore W2571689128C61005703 @default.
• W2571689128 hasConceptScore W2571689128C63479239 @default.
• W2571689128 hasConceptScore W2571689128C81363708 @default.
• W2571689128 hasConceptScore W2571689128C84211073 @default.
• W2571689128 hasConceptScore W2571689128C90805587 @default.
• W2571689128 hasConceptScore W2571689128C94375191 @default.
• W2571689128 hasLocation W25716891281 @default.
• W2571689128 hasOpenAccess W2571689128 @default.
• W2571689128 hasPrimaryLocation W25716891281 @default.
• W2571689128 hasRelatedWork W1501627379 @default.
• W2571689128 hasRelatedWork W1901524371 @default.
• W2571689128 hasRelatedWork W2045254666 @default.
• W2571689128 hasRelatedWork W2074187369 @default.
• W2571689128 hasRelatedWork W2131962840 @default.
• W2571689128 hasRelatedWork W2257262225 @default.
• W2571689128 hasRelatedWork W2625969225 @default.
• W2571689128 hasRelatedWork W2726893135 @default.
• W2571689128 hasRelatedWork W2756323731 @default.
• W2571689128 hasRelatedWork W2797533424 @default.
• W2571689128 hasRelatedWork W2897166595 @default.
• W2571689128 hasRelatedWork W3033586799 @default.
• W2571689128 hasRelatedWork W3043765140 @default.
• W2571689128 hasRelatedWork W3089022192 @default.
• W2571689128 hasRelatedWork W3092323772 @default.
• W2571689128 hasRelatedWork W3117297074 @default.
• W2571689128 hasRelatedWork W3120434317 @default.
• W2571689128 hasRelatedWork W3214415933 @default.
• W2571689128 hasRelatedWork W2185367732 @default.
• W2571689128 isParatext "false" @default.

• next