Matches in SemOpenAlex for { <https://semopenalex.org/work/W4377130804> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W4377130804 abstract "Time-Series Mining (TSM) is an important research area since it shows great potential in practical applications. Deep learning models that rely on massive labeled data have been utilized for TSM successfully. However, constructing a large-scale well-labeled dataset is difficult due to data annotation costs. Recently, Pre-Trained Models have gradually attracted attention in the time series domain due to their remarkable performance in computer vision and natural language processing. In this survey, we provide a comprehensive review of Time-Series Pre-Trained Models (TS-PTMs), aiming to guide the understanding, applying, and studying TS-PTMs. Specifically, we first briefly introduce the typical deep learning models employed in TSM. Then, we give an overview of TS-PTMs according to the pre-training techniques. The main categories we explore include supervised, unsupervised, and self-supervised TS-PTMs. Further, extensive experiments are conducted to analyze the advantages and disadvantages of transfer learning strategies, Transformer-based models, and representative TS-PTMs. Finally, we point out some potential directions of TS-PTMs for future work." @default.
- W4377130804 created "2023-05-21" @default.
- W4377130804 creator A5022075672 @default.
- W4377130804 creator A5041645613 @default.
- W4377130804 creator A5057988006 @default.
- W4377130804 creator A5058479146 @default.
- W4377130804 creator A5066804278 @default.
- W4377130804 creator A5069944951 @default.
- W4377130804 creator A5070273088 @default.
- W4377130804 date "2023-05-18" @default.
- W4377130804 modified "2023-10-15" @default.
- W4377130804 title "A Survey on Time-Series Pre-Trained Models" @default.
- W4377130804 doi "https://doi.org/10.48550/arxiv.2305.10716" @default.
- W4377130804 hasPublicationYear "2023" @default.
- W4377130804 type Work @default.
- W4377130804 citedByCount "0" @default.
- W4377130804 crossrefType "posted-content" @default.
- W4377130804 hasAuthorship W4377130804A5022075672 @default.
- W4377130804 hasAuthorship W4377130804A5041645613 @default.
- W4377130804 hasAuthorship W4377130804A5057988006 @default.
- W4377130804 hasAuthorship W4377130804A5058479146 @default.
- W4377130804 hasAuthorship W4377130804A5066804278 @default.
- W4377130804 hasAuthorship W4377130804A5069944951 @default.
- W4377130804 hasAuthorship W4377130804A5070273088 @default.
- W4377130804 hasBestOaLocation W43771308041 @default.
- W4377130804 hasConcept C108583219 @default.
- W4377130804 hasConcept C119599485 @default.
- W4377130804 hasConcept C119857082 @default.
- W4377130804 hasConcept C127413603 @default.
- W4377130804 hasConcept C151406439 @default.
- W4377130804 hasConcept C154945302 @default.
- W4377130804 hasConcept C165801399 @default.
- W4377130804 hasConcept C2776321320 @default.
- W4377130804 hasConcept C41008148 @default.
- W4377130804 hasConcept C66322947 @default.
- W4377130804 hasConceptScore W4377130804C108583219 @default.
- W4377130804 hasConceptScore W4377130804C119599485 @default.
- W4377130804 hasConceptScore W4377130804C119857082 @default.
- W4377130804 hasConceptScore W4377130804C127413603 @default.
- W4377130804 hasConceptScore W4377130804C151406439 @default.
- W4377130804 hasConceptScore W4377130804C154945302 @default.
- W4377130804 hasConceptScore W4377130804C165801399 @default.
- W4377130804 hasConceptScore W4377130804C2776321320 @default.
- W4377130804 hasConceptScore W4377130804C41008148 @default.
- W4377130804 hasConceptScore W4377130804C66322947 @default.
- W4377130804 hasLocation W43771308041 @default.
- W4377130804 hasOpenAccess W4377130804 @default.
- W4377130804 hasPrimaryLocation W43771308041 @default.
- W4377130804 hasRelatedWork W2947809439 @default.
- W4377130804 hasRelatedWork W3014300295 @default.
- W4377130804 hasRelatedWork W3164822677 @default.
- W4377130804 hasRelatedWork W4213225422 @default.
- W4377130804 hasRelatedWork W4223943233 @default.
- W4377130804 hasRelatedWork W4225161397 @default.
- W4377130804 hasRelatedWork W4309045103 @default.
- W4377130804 hasRelatedWork W4312200629 @default.
- W4377130804 hasRelatedWork W4360585206 @default.
- W4377130804 hasRelatedWork W4364306694 @default.
- W4377130804 isParatext "false" @default.
- W4377130804 isRetracted "false" @default.
- W4377130804 workType "article" @default.