Matches in SemOpenAlex for { <https://semopenalex.org/work/W2895839143> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W2895839143 abstract "This work presents a neural network that consists of nodes with heterogeneous sensitivity. Each node in a network is assigned a variable that determines the sensitivity with which it learns to perform a given task. The network is trained by a constrained optimization that minimizes the sparsity of the sensitivity variables while ensuring the network's performance. As a result, the network learns to perform a given task using only a small number of sensitive nodes. The L-curve is used to find a regularization parameter for the constrained optimization. To validate our approach, we design networks with optimal architectures for autoregression, object recognition, facial expression recognition, and object detection. In our experiments, the optimal networks designed by the proposed method provide the same or higher performance but with far less computational complexity." @default.
- W2895839143 created "2018-10-26" @default.
- W2895839143 creator A5008952502 @default.
- W2895839143 creator A5018393071 @default.
- W2895839143 creator A5023250057 @default.
- W2895839143 creator A5023963475 @default.
- W2895839143 date "2018-10-12" @default.
- W2895839143 modified "2023-09-27" @default.
- W2895839143 title "Optimal Architecture for Deep Neural Networks with Heterogeneous Sensitivity." @default.
- W2895839143 cites W2124776405 @default.
- W2895839143 hasPublicationYear "2018" @default.
- W2895839143 type Work @default.
- W2895839143 sameAs 2895839143 @default.
- W2895839143 citedByCount "0" @default.
- W2895839143 crossrefType "posted-content" @default.
- W2895839143 hasAuthorship W2895839143A5008952502 @default.
- W2895839143 hasAuthorship W2895839143A5018393071 @default.
- W2895839143 hasAuthorship W2895839143A5023250057 @default.
- W2895839143 hasAuthorship W2895839143A5023963475 @default.
- W2895839143 hasConcept C119857082 @default.
- W2895839143 hasConcept C127413603 @default.
- W2895839143 hasConcept C153180895 @default.
- W2895839143 hasConcept C154945302 @default.
- W2895839143 hasConcept C193415008 @default.
- W2895839143 hasConcept C201995342 @default.
- W2895839143 hasConcept C21200559 @default.
- W2895839143 hasConcept C24326235 @default.
- W2895839143 hasConcept C2776135515 @default.
- W2895839143 hasConcept C2780451532 @default.
- W2895839143 hasConcept C38652104 @default.
- W2895839143 hasConcept C41008148 @default.
- W2895839143 hasConcept C50644808 @default.
- W2895839143 hasConceptScore W2895839143C119857082 @default.
- W2895839143 hasConceptScore W2895839143C127413603 @default.
- W2895839143 hasConceptScore W2895839143C153180895 @default.
- W2895839143 hasConceptScore W2895839143C154945302 @default.
- W2895839143 hasConceptScore W2895839143C193415008 @default.
- W2895839143 hasConceptScore W2895839143C201995342 @default.
- W2895839143 hasConceptScore W2895839143C21200559 @default.
- W2895839143 hasConceptScore W2895839143C24326235 @default.
- W2895839143 hasConceptScore W2895839143C2776135515 @default.
- W2895839143 hasConceptScore W2895839143C2780451532 @default.
- W2895839143 hasConceptScore W2895839143C38652104 @default.
- W2895839143 hasConceptScore W2895839143C41008148 @default.
- W2895839143 hasConceptScore W2895839143C50644808 @default.
- W2895839143 hasLocation W28958391431 @default.
- W2895839143 hasOpenAccess W2895839143 @default.
- W2895839143 hasPrimaryLocation W28958391431 @default.
- W2895839143 hasRelatedWork W1527646298 @default.
- W2895839143 hasRelatedWork W1565301672 @default.
- W2895839143 hasRelatedWork W1988872371 @default.
- W2895839143 hasRelatedWork W2463256602 @default.
- W2895839143 hasRelatedWork W2464147183 @default.
- W2895839143 hasRelatedWork W2534788641 @default.
- W2895839143 hasRelatedWork W2739542029 @default.
- W2895839143 hasRelatedWork W2753089234 @default.
- W2895839143 hasRelatedWork W2796346584 @default.
- W2895839143 hasRelatedWork W2807631648 @default.
- W2895839143 hasRelatedWork W2808244074 @default.
- W2895839143 hasRelatedWork W2920230375 @default.
- W2895839143 hasRelatedWork W2948525304 @default.
- W2895839143 hasRelatedWork W3045204521 @default.
- W2895839143 hasRelatedWork W3085858322 @default.
- W2895839143 hasRelatedWork W3135201421 @default.
- W2895839143 hasRelatedWork W3174238625 @default.
- W2895839143 hasRelatedWork W3180849877 @default.
- W2895839143 hasRelatedWork W3188794131 @default.
- W2895839143 hasRelatedWork W72597462 @default.
- W2895839143 isParatext "false" @default.
- W2895839143 isRetracted "false" @default.
- W2895839143 magId "2895839143" @default.
- W2895839143 workType "article" @default.