Matches in SemOpenAlex for { <https://semopenalex.org/work/W3115771810> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W3115771810 abstract "From the perspective of health psychology, human beings with long-term and sustained negativity are highly possible to be diagnosed with depression. Inspired by this, we argue that the global topic information derived from user-generated contents (e.g., texts and images) is crucial to boost the performance of the depression detection task, though this information has been neglected by almost all previous studies on depression detection. To this end, we propose a new Multimodal Topic-enriched Auxiliary Learning (MTAL) approach, aiming at capturing the topic information inside different modalities (i.e., texts and images) for depression detection. Especially, in our approach, a modality-agnostic topic model is proposed to be capable of mining the topical clues from either the discrete textual signals or the continuous visual signals. On this basis, the topic modeling w.r.t. the two modalities are cast as two auxiliary tasks for improving the performance of the primary task (i.e., depression detection). Finally, the detailed evaluation demonstrates the great advantage of our MTAL approach to depression detection over the state-of-the-art baselines. This justifies the importance of the multimodal topic information to depression detection and the effectiveness of our approach in capturing such information." @default.
- W3115771810 created "2021-01-05" @default.
- W3115771810 creator A5003885809 @default.
- W3115771810 creator A5012598204 @default.
- W3115771810 creator A5012794465 @default.
- W3115771810 creator A5067221645 @default.
- W3115771810 date "2020-01-01" @default.
- W3115771810 modified "2023-09-25" @default.
- W3115771810 title "Multimodal Topic-Enriched Auxiliary Learning for Depression Detection" @default.
- W3115771810 cites W1529574916 @default.
- W3115771810 cites W1880262756 @default.
- W3115771810 cites W1959608418 @default.
- W3115771810 cites W2005422315 @default.
- W3115771810 cites W2106686523 @default.
- W3115771810 cites W2107743791 @default.
- W3115771810 cites W2159011576 @default.
- W3115771810 cites W2250753706 @default.
- W3115771810 cites W2251383488 @default.
- W3115771810 cites W2346454595 @default.
- W3115771810 cites W2489334776 @default.
- W3115771810 cites W2513928994 @default.
- W3115771810 cites W2549476280 @default.
- W3115771810 cites W2594155836 @default.
- W3115771810 cites W2740023796 @default.
- W3115771810 cites W2740966010 @default.
- W3115771810 cites W2788647998 @default.
- W3115771810 cites W2798802604 @default.
- W3115771810 cites W2808182015 @default.
- W3115771810 cites W2905587047 @default.
- W3115771810 cites W2962755817 @default.
- W3115771810 cites W2962835968 @default.
- W3115771810 cites W2963341956 @default.
- W3115771810 cites W2963710346 @default.
- W3115771810 cites W2964121744 @default.
- W3115771810 cites W2970397832 @default.
- W3115771810 cites W2982183006 @default.
- W3115771810 cites W2983481102 @default.
- W3115771810 cites W2997793532 @default.
- W3115771810 doi "https://doi.org/10.18653/v1/2020.coling-main.94" @default.
- W3115771810 hasPublicationYear "2020" @default.
- W3115771810 type Work @default.
- W3115771810 sameAs 3115771810 @default.
- W3115771810 citedByCount "6" @default.
- W3115771810 countsByYear W31157718102022 @default.
- W3115771810 countsByYear W31157718102023 @default.
- W3115771810 crossrefType "proceedings-article" @default.
- W3115771810 hasAuthorship W3115771810A5003885809 @default.
- W3115771810 hasAuthorship W3115771810A5012598204 @default.
- W3115771810 hasAuthorship W3115771810A5012794465 @default.
- W3115771810 hasAuthorship W3115771810A5067221645 @default.
- W3115771810 hasBestOaLocation W31157718101 @default.
- W3115771810 hasConcept C119857082 @default.
- W3115771810 hasConcept C12713177 @default.
- W3115771810 hasConcept C139719470 @default.
- W3115771810 hasConcept C144024400 @default.
- W3115771810 hasConcept C154945302 @default.
- W3115771810 hasConcept C162324750 @default.
- W3115771810 hasConcept C187736073 @default.
- W3115771810 hasConcept C204321447 @default.
- W3115771810 hasConcept C2776867660 @default.
- W3115771810 hasConcept C2779903281 @default.
- W3115771810 hasConcept C2780226545 @default.
- W3115771810 hasConcept C2780451532 @default.
- W3115771810 hasConcept C36289849 @default.
- W3115771810 hasConcept C41008148 @default.
- W3115771810 hasConceptScore W3115771810C119857082 @default.
- W3115771810 hasConceptScore W3115771810C12713177 @default.
- W3115771810 hasConceptScore W3115771810C139719470 @default.
- W3115771810 hasConceptScore W3115771810C144024400 @default.
- W3115771810 hasConceptScore W3115771810C154945302 @default.
- W3115771810 hasConceptScore W3115771810C162324750 @default.
- W3115771810 hasConceptScore W3115771810C187736073 @default.
- W3115771810 hasConceptScore W3115771810C204321447 @default.
- W3115771810 hasConceptScore W3115771810C2776867660 @default.
- W3115771810 hasConceptScore W3115771810C2779903281 @default.
- W3115771810 hasConceptScore W3115771810C2780226545 @default.
- W3115771810 hasConceptScore W3115771810C2780451532 @default.
- W3115771810 hasConceptScore W3115771810C36289849 @default.
- W3115771810 hasConceptScore W3115771810C41008148 @default.
- W3115771810 hasLocation W31157718101 @default.
- W3115771810 hasOpenAccess W3115771810 @default.
- W3115771810 hasPrimaryLocation W31157718101 @default.
- W3115771810 hasRelatedWork W1595476163 @default.
- W3115771810 hasRelatedWork W2012466265 @default.
- W3115771810 hasRelatedWork W2613123485 @default.
- W3115771810 hasRelatedWork W2914599329 @default.
- W3115771810 hasRelatedWork W4205137593 @default.
- W3115771810 hasRelatedWork W4214710275 @default.
- W3115771810 hasRelatedWork W4224266612 @default.
- W3115771810 hasRelatedWork W4236838349 @default.
- W3115771810 hasRelatedWork W4295357326 @default.
- W3115771810 hasRelatedWork W73545470 @default.
- W3115771810 isParatext "false" @default.
- W3115771810 isRetracted "false" @default.
- W3115771810 magId "3115771810" @default.
- W3115771810 workType "article" @default.