Matches in SemOpenAlex for { <https://semopenalex.org/work/W3106533061> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W3106533061 endingPage "240" @default.
- W3106533061 startingPage "219" @default.
- W3106533061 abstract "Structure plays a key role in learning performance. In centralized computational systems, hyperparameter optimization and regularization techniques such as dropout are computational means to enhance learning performance by adjusting the deep hierarchical structure. However, in decentralized deep learning by the Internet of Things, the structure is an actual network of autonomous interconnected devices such as smart phones that interact via complex network protocols. Self-adaptation of the learning structure is a challenge. Uncertainties such as network latency, node and link failures or even bottlenecks by limited processing capacity and energy availability can significantly downgrade learning performance. Network self-organization and self-management is complex, while it requires additional computational and network resources that hinder the feasibility of decentralized deep learning. In contrast, this paper introduces a self-adaptive learning approach based on holarchic learning structures for exploring, mitigating and boosting learning performance in distributed environments with uncertainties. A large-scale performance analysis with 864,000 experiments fed with synthetic and real-world data from smart grid and smart city pilot projects confirm the cost-effectiveness of holarchic structures for decentralized deep learning." @default.
- W3106533061 created "2020-11-23" @default.
- W3106533061 creator A5031243306 @default.
- W3106533061 creator A5035070413 @default.
- W3106533061 creator A5068696472 @default.
- W3106533061 date "2019-02-13" @default.
- W3106533061 modified "2023-10-01" @default.
- W3106533061 title "Holarchic structures for decentralized deep learning: a performance analysis" @default.
- W3106533061 cites W1516572634 @default.
- W3106533061 cites W1572130003 @default.
- W3106533061 cites W1647779468 @default.
- W3106533061 cites W181917946 @default.
- W3106533061 cites W1974932570 @default.
- W3106533061 cites W1980156780 @default.
- W3106533061 cites W1982808783 @default.
- W3106533061 cites W1987505752 @default.
- W3106533061 cites W1990127005 @default.
- W3106533061 cites W2005286252 @default.
- W3106533061 cites W2008674063 @default.
- W3106533061 cites W2009332171 @default.
- W3106533061 cites W2014891227 @default.
- W3106533061 cites W2016210396 @default.
- W3106533061 cites W2028350956 @default.
- W3106533061 cites W2077930920 @default.
- W3106533061 cites W2083866010 @default.
- W3106533061 cites W2107057965 @default.
- W3106533061 cites W2119548540 @default.
- W3106533061 cites W2141923342 @default.
- W3106533061 cites W2152116972 @default.
- W3106533061 cites W2153125595 @default.
- W3106533061 cites W2160588568 @default.
- W3106533061 cites W2226173891 @default.
- W3106533061 cites W2226714091 @default.
- W3106533061 cites W2257214079 @default.
- W3106533061 cites W2339937250 @default.
- W3106533061 cites W2565683863 @default.
- W3106533061 cites W2575139549 @default.
- W3106533061 cites W2581155679 @default.
- W3106533061 cites W2598232788 @default.
- W3106533061 cites W2598702997 @default.
- W3106533061 cites W2725559531 @default.
- W3106533061 cites W2759474451 @default.
- W3106533061 cites W2767077319 @default.
- W3106533061 cites W4298423590 @default.
- W3106533061 doi "https://doi.org/10.1007/s10586-019-02906-4" @default.
- W3106533061 hasPublicationYear "2019" @default.
- W3106533061 type Work @default.
- W3106533061 sameAs 3106533061 @default.
- W3106533061 citedByCount "7" @default.
- W3106533061 countsByYear W31065330612019 @default.
- W3106533061 countsByYear W31065330612020 @default.
- W3106533061 countsByYear W31065330612021 @default.
- W3106533061 countsByYear W31065330612022 @default.
- W3106533061 crossrefType "journal-article" @default.
- W3106533061 hasAuthorship W3106533061A5031243306 @default.
- W3106533061 hasAuthorship W3106533061A5035070413 @default.
- W3106533061 hasAuthorship W3106533061A5068696472 @default.
- W3106533061 hasBestOaLocation W31065330611 @default.
- W3106533061 hasConcept C108583219 @default.
- W3106533061 hasConcept C119857082 @default.
- W3106533061 hasConcept C120314980 @default.
- W3106533061 hasConcept C125014702 @default.
- W3106533061 hasConcept C154945302 @default.
- W3106533061 hasConcept C41008148 @default.
- W3106533061 hasConcept C46686674 @default.
- W3106533061 hasConcept C97541855 @default.
- W3106533061 hasConceptScore W3106533061C108583219 @default.
- W3106533061 hasConceptScore W3106533061C119857082 @default.
- W3106533061 hasConceptScore W3106533061C120314980 @default.
- W3106533061 hasConceptScore W3106533061C125014702 @default.
- W3106533061 hasConceptScore W3106533061C154945302 @default.
- W3106533061 hasConceptScore W3106533061C41008148 @default.
- W3106533061 hasConceptScore W3106533061C46686674 @default.
- W3106533061 hasConceptScore W3106533061C97541855 @default.
- W3106533061 hasIssue "1" @default.
- W3106533061 hasLocation W31065330611 @default.
- W3106533061 hasLocation W31065330612 @default.
- W3106533061 hasLocation W31065330613 @default.
- W3106533061 hasLocation W31065330614 @default.
- W3106533061 hasLocation W31065330615 @default.
- W3106533061 hasOpenAccess W3106533061 @default.
- W3106533061 hasPrimaryLocation W31065330611 @default.
- W3106533061 hasRelatedWork W3014300295 @default.
- W3106533061 hasRelatedWork W3164822677 @default.
- W3106533061 hasRelatedWork W4220785415 @default.
- W3106533061 hasRelatedWork W4223943233 @default.
- W3106533061 hasRelatedWork W4225161397 @default.
- W3106533061 hasRelatedWork W4250304930 @default.
- W3106533061 hasRelatedWork W4309045103 @default.
- W3106533061 hasRelatedWork W4312200629 @default.
- W3106533061 hasRelatedWork W4360585206 @default.
- W3106533061 hasRelatedWork W4364306694 @default.
- W3106533061 hasVolume "23" @default.
- W3106533061 isParatext "false" @default.
- W3106533061 isRetracted "false" @default.
- W3106533061 magId "3106533061" @default.
- W3106533061 workType "article" @default.