Matches in SemOpenAlex for { <https://semopenalex.org/work/W1575148107> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W1575148107 abstract "Fundamental to the problem of lifelong machine learning is how to consolidate the knowledge of a learned task within a long-term memory structure (domain knowledge) without the loss of prior knowledge. We investigate the effect of curriculum, i.e., a selection of tasks and the order in which they are learned, on the consolidation of task knowledge. Relevant background material on knowledge transfer and consolidation using multiple task learning (MTL) neural networks is reviewed. A large MTL network is used as the long-term memory structure and task rehearsal overcomes the stability-plasticity problem and the loss of prior knowledge. Experimental results demonstrate that curriculum has a noticeable effect on the accuracy of consolidated knowledge particularly for the first few tasks that are learned. The results also suggest that, for given set of tasks and training examples, the mean accuracy of consolidated domain knowledge converges to the same level regardless of the curriculum. This is caused by the averaging effect of sequential consolidation" @default.
- W1575148107 created "2016-06-24" @default.
- W1575148107 creator A5019487803 @default.
- W1575148107 creator A5058333264 @default.
- W1575148107 date "2006-01-05" @default.
- W1575148107 modified "2023-09-24" @default.
- W1575148107 title "Effect of curriculum on the consolidation of neural network task knowledge" @default.
- W1575148107 cites W1579705726 @default.
- W1575148107 cites W1682403713 @default.
- W1575148107 cites W1844822759 @default.
- W1575148107 cites W1999040315 @default.
- W1575148107 cites W2047057213 @default.
- W1575148107 cites W2106837051 @default.
- W1575148107 cites W2116522068 @default.
- W1575148107 cites W2126204609 @default.
- W1575148107 cites W2130980152 @default.
- W1575148107 cites W2159110831 @default.
- W1575148107 cites W2180347123 @default.
- W1575148107 cites W2914746235 @default.
- W1575148107 doi "https://doi.org/10.1109/ijcnn.2005.1556228" @default.
- W1575148107 hasPublicationYear "2006" @default.
- W1575148107 type Work @default.
- W1575148107 sameAs 1575148107 @default.
- W1575148107 citedByCount "3" @default.
- W1575148107 countsByYear W15751481072013 @default.
- W1575148107 crossrefType "proceedings-article" @default.
- W1575148107 hasAuthorship W1575148107A5019487803 @default.
- W1575148107 hasAuthorship W1575148107A5058333264 @default.
- W1575148107 hasBestOaLocation W15751481072 @default.
- W1575148107 hasConcept C119857082 @default.
- W1575148107 hasConcept C121955636 @default.
- W1575148107 hasConcept C127413603 @default.
- W1575148107 hasConcept C144133560 @default.
- W1575148107 hasConcept C154945302 @default.
- W1575148107 hasConcept C15744967 @default.
- W1575148107 hasConcept C169760540 @default.
- W1575148107 hasConcept C175154964 @default.
- W1575148107 hasConcept C19417346 @default.
- W1575148107 hasConcept C201995342 @default.
- W1575148107 hasConcept C207685749 @default.
- W1575148107 hasConcept C2776014549 @default.
- W1575148107 hasConcept C2776960227 @default.
- W1575148107 hasConcept C2780451532 @default.
- W1575148107 hasConcept C2781161787 @default.
- W1575148107 hasConcept C41008148 @default.
- W1575148107 hasConcept C47177190 @default.
- W1575148107 hasConcept C48455012 @default.
- W1575148107 hasConcept C50644808 @default.
- W1575148107 hasConcept C56739046 @default.
- W1575148107 hasConceptScore W1575148107C119857082 @default.
- W1575148107 hasConceptScore W1575148107C121955636 @default.
- W1575148107 hasConceptScore W1575148107C127413603 @default.
- W1575148107 hasConceptScore W1575148107C144133560 @default.
- W1575148107 hasConceptScore W1575148107C154945302 @default.
- W1575148107 hasConceptScore W1575148107C15744967 @default.
- W1575148107 hasConceptScore W1575148107C169760540 @default.
- W1575148107 hasConceptScore W1575148107C175154964 @default.
- W1575148107 hasConceptScore W1575148107C19417346 @default.
- W1575148107 hasConceptScore W1575148107C201995342 @default.
- W1575148107 hasConceptScore W1575148107C207685749 @default.
- W1575148107 hasConceptScore W1575148107C2776014549 @default.
- W1575148107 hasConceptScore W1575148107C2776960227 @default.
- W1575148107 hasConceptScore W1575148107C2780451532 @default.
- W1575148107 hasConceptScore W1575148107C2781161787 @default.
- W1575148107 hasConceptScore W1575148107C41008148 @default.
- W1575148107 hasConceptScore W1575148107C47177190 @default.
- W1575148107 hasConceptScore W1575148107C48455012 @default.
- W1575148107 hasConceptScore W1575148107C50644808 @default.
- W1575148107 hasConceptScore W1575148107C56739046 @default.
- W1575148107 hasLocation W15751481071 @default.
- W1575148107 hasLocation W15751481072 @default.
- W1575148107 hasOpenAccess W1575148107 @default.
- W1575148107 hasPrimaryLocation W15751481071 @default.
- W1575148107 hasRelatedWork W1522215732 @default.
- W1575148107 hasRelatedWork W1526028571 @default.
- W1575148107 hasRelatedWork W1976105623 @default.
- W1575148107 hasRelatedWork W1982652980 @default.
- W1575148107 hasRelatedWork W2000598907 @default.
- W1575148107 hasRelatedWork W2004546788 @default.
- W1575148107 hasRelatedWork W2030801860 @default.
- W1575148107 hasRelatedWork W2088552405 @default.
- W1575148107 hasRelatedWork W2115179400 @default.
- W1575148107 hasRelatedWork W2224699708 @default.
- W1575148107 hasRelatedWork W2525330092 @default.
- W1575148107 hasRelatedWork W2763224350 @default.
- W1575148107 hasRelatedWork W2911582157 @default.
- W1575148107 hasRelatedWork W2962852244 @default.
- W1575148107 hasRelatedWork W3039645412 @default.
- W1575148107 hasRelatedWork W304815138 @default.
- W1575148107 hasRelatedWork W3107161798 @default.
- W1575148107 hasRelatedWork W3127033629 @default.
- W1575148107 hasRelatedWork W390916308 @default.
- W1575148107 hasRelatedWork W569586981 @default.
- W1575148107 isParatext "false" @default.
- W1575148107 isRetracted "false" @default.
- W1575148107 magId "1575148107" @default.
- W1575148107 workType "article" @default.