FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2890837360> ?p ?o ?g. }

• W2890837360 abstract "Previous transfer learning methods based on deep network assume the knowledge should be transferred between the same hidden layers of the source domain and the target domains. This assumption doesn't always hold true, especially when the data from the two domains are heterogeneous with different resolutions. In such case, the most suitable numbers of layers for the source domain data and the target domain data would differ. As a result, the high level knowledge from the source domain would be transferred to the wrong layer of target domain. Based on this observation, where to transfer proposed in this paper should be a novel research frontier. We propose a new mathematic model named DT-LET to solve this heterogeneous transfer learning problem. In order to select the best matching of layers to transfer knowledge, we define specific loss function to estimate the corresponding relationship between high-level features of data in the source domain and the target domain. To verify this proposed cross-layer model, experiments for two cross-domain recognition/classification tasks are conducted, and the achieved superior results demonstrate the necessity of layer correspondence searching." @default.
• W2890837360 created "2018-09-27" @default.
• W2890837360 creator A5015195367 @default.
• W2890837360 creator A5028143781 @default.
• W2890837360 creator A5036724788 @default.
• W2890837360 creator A5084416248 @default.
• W2890837360 date "2018-09-23" @default.
• W2890837360 modified "2023-09-27" @default.
• W2890837360 title "DT-LET: Deep Transfer Learning by Exploring where to Transfer" @default.
• W2890837360 cites W1855679610 @default.
• W2890837360 cites W1982696459 @default.
• W2890837360 cites W2062518264 @default.
• W2890837360 cites W2156940638 @default.
• W2890837360 cites W2165698076 @default.
• W2890837360 cites W2261310161 @default.
• W2890837360 cites W22861983 @default.
• W2890837360 cites W2341914330 @default.
• W2890837360 cites W2418667810 @default.
• W2890837360 cites W2463241543 @default.
• W2890837360 cites W2552639984 @default.
• W2890837360 cites W2604474127 @default.
• W2890837360 cites W2607512710 @default.
• W2890837360 cites W2620998106 @default.
• W2890837360 cites W2739480064 @default.
• W2890837360 cites W2740168373 @default.
• W2890837360 cites W2766328202 @default.
• W2890837360 cites W2767757834 @default.
• W2890837360 cites W2790341021 @default.
• W2890837360 cites W2799250053 @default.
• W2890837360 cites W2953265577 @default.
• W2890837360 cites W2962785096 @default.
• W2890837360 cites W2963693396 @default.
• W2890837360 cites W2963746531 @default.
• W2890837360 doi "https://doi.org/10.48550/arxiv.1809.08541" @default.
• W2890837360 hasPublicationYear "2018" @default.
• W2890837360 type Work @default.
• W2890837360 sameAs 2890837360 @default.
• W2890837360 citedByCount "0" @default.
• W2890837360 crossrefType "posted-content" @default.
• W2890837360 hasAuthorship W2890837360A5015195367 @default.
• W2890837360 hasAuthorship W2890837360A5028143781 @default.
• W2890837360 hasAuthorship W2890837360A5036724788 @default.
• W2890837360 hasAuthorship W2890837360A5084416248 @default.
• W2890837360 hasBestOaLocation W28908373601 @default.
• W2890837360 hasConcept C10138342 @default.
• W2890837360 hasConcept C105795698 @default.
• W2890837360 hasConcept C108583219 @default.
• W2890837360 hasConcept C11413529 @default.
• W2890837360 hasConcept C119599485 @default.
• W2890837360 hasConcept C119857082 @default.
• W2890837360 hasConcept C127413603 @default.
• W2890837360 hasConcept C134306372 @default.
• W2890837360 hasConcept C138885662 @default.
• W2890837360 hasConcept C14036430 @default.
• W2890837360 hasConcept C150899416 @default.
• W2890837360 hasConcept C153180895 @default.
• W2890837360 hasConcept C154945302 @default.
• W2890837360 hasConcept C162324750 @default.
• W2890837360 hasConcept C165064840 @default.
• W2890837360 hasConcept C171041071 @default.
• W2890837360 hasConcept C173608175 @default.
• W2890837360 hasConcept C178790620 @default.
• W2890837360 hasConcept C182306322 @default.
• W2890837360 hasConcept C185592680 @default.
• W2890837360 hasConcept C2776175482 @default.
• W2890837360 hasConcept C2776960227 @default.
• W2890837360 hasConcept C2779178101 @default.
• W2890837360 hasConcept C2779227376 @default.
• W2890837360 hasConcept C33923547 @default.
• W2890837360 hasConcept C36503486 @default.
• W2890837360 hasConcept C41008148 @default.
• W2890837360 hasConcept C41895202 @default.
• W2890837360 hasConcept C56739046 @default.
• W2890837360 hasConcept C78458016 @default.
• W2890837360 hasConcept C81299745 @default.
• W2890837360 hasConcept C86803240 @default.
• W2890837360 hasConceptScore W2890837360C10138342 @default.
• W2890837360 hasConceptScore W2890837360C105795698 @default.
• W2890837360 hasConceptScore W2890837360C108583219 @default.
• W2890837360 hasConceptScore W2890837360C11413529 @default.
• W2890837360 hasConceptScore W2890837360C119599485 @default.
• W2890837360 hasConceptScore W2890837360C119857082 @default.
• W2890837360 hasConceptScore W2890837360C127413603 @default.
• W2890837360 hasConceptScore W2890837360C134306372 @default.
• W2890837360 hasConceptScore W2890837360C138885662 @default.
• W2890837360 hasConceptScore W2890837360C14036430 @default.
• W2890837360 hasConceptScore W2890837360C150899416 @default.
• W2890837360 hasConceptScore W2890837360C153180895 @default.
• W2890837360 hasConceptScore W2890837360C154945302 @default.
• W2890837360 hasConceptScore W2890837360C162324750 @default.
• W2890837360 hasConceptScore W2890837360C165064840 @default.
• W2890837360 hasConceptScore W2890837360C171041071 @default.
• W2890837360 hasConceptScore W2890837360C173608175 @default.
• W2890837360 hasConceptScore W2890837360C178790620 @default.
• W2890837360 hasConceptScore W2890837360C182306322 @default.
• W2890837360 hasConceptScore W2890837360C185592680 @default.
• W2890837360 hasConceptScore W2890837360C2776175482 @default.
• W2890837360 hasConceptScore W2890837360C2776960227 @default.
• W2890837360 hasConceptScore W2890837360C2779178101 @default.
• W2890837360 hasConceptScore W2890837360C2779227376 @default.

• next