Matches in SemOpenAlex for { <https://semopenalex.org/work/W4360982046> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W4360982046 endingPage "597" @default.
- W4360982046 startingPage "581" @default.
- W4360982046 abstract "Volcanic eruptions are severe global threats. Forecasting these unrests via monitoring precursory earthquakes is vital for managing the consequent economic and social risks. Due to various contextual factors, volcano-seismic patterns are not spatiotemporal invariant. Training a robust model for any novel volcano-seismic situation relies on a costly, time-consuming and subjective process of manually labeling data; using a model trained on data from another volcano-seismic setting is typically not a viable option. Unsupervised domain adaptation (UDA) techniques address this issue by transferring knowledge extracted from a labeled domain to an unlabeled one. A challenging problem is the inherent imbalance in volcano-seismic data that degrades the efficiency of an adopted UDA technique. Here, we propose a co-balanced UDA approach, called Cubism, to bypass the manual annotation process for any newly monitored volcano by utilizing the patterns recognized in a different volcano-seismic dataset with labels. Employing an invertible latent space, Cubism alternates between a co-balanced generation of semantically meaningful inter-volcano samples and UDA. Inter-volcano samples are generated via the mixup data augmentation technique. Due to the sensitivity of mixup to data imbalance, Cubism introduces a novel co-balanced ratio that regulates the generation of inter-volcano samples considering the conditional distributions of both volcanoes. To the best of our knowledge, Cubism is the first UDA-based approach that transfers volcano-seismic knowledge without any supervision of an unseen volcano-seismic situation. Our extensive experiments show that Cubism significantly outperforms baseline methods and effectively provides a robust cross-volcano classifier." @default.
- W4360982046 created "2023-03-30" @default.
- W4360982046 creator A5001756284 @default.
- W4360982046 creator A5017737416 @default.
- W4360982046 creator A5054122195 @default.
- W4360982046 creator A5060953615 @default.
- W4360982046 creator A5064049181 @default.
- W4360982046 creator A5081559005 @default.
- W4360982046 date "2023-01-01" @default.
- W4360982046 modified "2023-10-02" @default.
- W4360982046 title "Cubism: Co-balanced Mixup for Unsupervised Volcano-Seismic Knowledge Transfer" @default.
- W4360982046 cites W2793454338 @default.
- W4360982046 cites W2794436210 @default.
- W4360982046 cites W2896967575 @default.
- W4360982046 cites W2907748016 @default.
- W4360982046 cites W2948013750 @default.
- W4360982046 cites W2963532621 @default.
- W4360982046 cites W2979489002 @default.
- W4360982046 cites W2997310315 @default.
- W4360982046 cites W3047746643 @default.
- W4360982046 cites W3093100255 @default.
- W4360982046 cites W3127172424 @default.
- W4360982046 cites W3167251133 @default.
- W4360982046 cites W3176602994 @default.
- W4360982046 cites W3179418172 @default.
- W4360982046 cites W3193615289 @default.
- W4360982046 cites W3209365819 @default.
- W4360982046 cites W4211107319 @default.
- W4360982046 cites W4212811043 @default.
- W4360982046 doi "https://doi.org/10.1007/978-3-031-26419-1_35" @default.
- W4360982046 hasPublicationYear "2023" @default.
- W4360982046 type Work @default.
- W4360982046 citedByCount "1" @default.
- W4360982046 countsByYear W43609820462023 @default.
- W4360982046 crossrefType "book-chapter" @default.
- W4360982046 hasAuthorship W4360982046A5001756284 @default.
- W4360982046 hasAuthorship W4360982046A5017737416 @default.
- W4360982046 hasAuthorship W4360982046A5054122195 @default.
- W4360982046 hasAuthorship W4360982046A5060953615 @default.
- W4360982046 hasAuthorship W4360982046A5064049181 @default.
- W4360982046 hasAuthorship W4360982046A5081559005 @default.
- W4360982046 hasConcept C119857082 @default.
- W4360982046 hasConcept C120806208 @default.
- W4360982046 hasConcept C124101348 @default.
- W4360982046 hasConcept C127313418 @default.
- W4360982046 hasConcept C154945302 @default.
- W4360982046 hasConcept C165205528 @default.
- W4360982046 hasConcept C207685749 @default.
- W4360982046 hasConcept C41008148 @default.
- W4360982046 hasConceptScore W4360982046C119857082 @default.
- W4360982046 hasConceptScore W4360982046C120806208 @default.
- W4360982046 hasConceptScore W4360982046C124101348 @default.
- W4360982046 hasConceptScore W4360982046C127313418 @default.
- W4360982046 hasConceptScore W4360982046C154945302 @default.
- W4360982046 hasConceptScore W4360982046C165205528 @default.
- W4360982046 hasConceptScore W4360982046C207685749 @default.
- W4360982046 hasConceptScore W4360982046C41008148 @default.
- W4360982046 hasLocation W43609820461 @default.
- W4360982046 hasOpenAccess W4360982046 @default.
- W4360982046 hasPrimaryLocation W43609820461 @default.
- W4360982046 hasRelatedWork W1963546387 @default.
- W4360982046 hasRelatedWork W2004013317 @default.
- W4360982046 hasRelatedWork W2022035173 @default.
- W4360982046 hasRelatedWork W2092739438 @default.
- W4360982046 hasRelatedWork W2167517487 @default.
- W4360982046 hasRelatedWork W2772196783 @default.
- W4360982046 hasRelatedWork W2961085424 @default.
- W4360982046 hasRelatedWork W3022040284 @default.
- W4360982046 hasRelatedWork W3113596969 @default.
- W4360982046 hasRelatedWork W4237842563 @default.
- W4360982046 isParatext "false" @default.
- W4360982046 isRetracted "false" @default.
- W4360982046 workType "book-chapter" @default.