Matches in SemOpenAlex for { <https://semopenalex.org/work/W4320477827> ?p ?o ?g. }
Showing items 1 to 56 of
56
with 100 items per page.
- W4320477827 abstract "Humour is a substantial element of human affect and cognition. Its automatic understanding can facilitate a more naturalistic human-device interaction and the humanisation of artificial intelligence. Current methods of humour detection are solely based on staged data making them inadequate for 'real-world' applications. We address this deficiency by introducing the novel Passau-Spontaneous Football Coach Humour (Passau-SFCH) dataset, comprising of about 11 hours of recordings. The Passau-SFCH dataset is annotated for the presence of humour and its dimensions (sentiment and direction) as proposed in Martin's Humor Style Questionnaire. We conduct a series of experiments, employing pretrained Transformers, convolutional neural networks, and expert-designed features. The performance of each modality (text, audio, video) for spontaneous humour recognition is analysed and their complementarity is investigated. Our findings suggest that for the automatic analysis of humour and its sentiment, facial expressions are most promising, while humour direction can be best modelled via text-based features. The results reveal considerable differences among various subjects, highlighting the individuality of humour usage and style. Further, we observe that a decision-level fusion yields the best recognition result. Finally, we make our code publicly available at https://www.github.com/EIHW/passau-sfch. The Passau-SFCH dataset is available upon request." @default.
- W4320477827 created "2023-02-14" @default.
- W4320477827 creator A5001640684 @default.
- W4320477827 creator A5010754413 @default.
- W4320477827 creator A5034102826 @default.
- W4320477827 creator A5043060302 @default.
- W4320477827 creator A5056141709 @default.
- W4320477827 creator A5091850698 @default.
- W4320477827 date "2022-09-28" @default.
- W4320477827 modified "2023-10-01" @default.
- W4320477827 title "Towards Multimodal Prediction of Spontaneous Humour: A Novel Dataset and First Results" @default.
- W4320477827 doi "https://doi.org/10.48550/arxiv.2209.14272" @default.
- W4320477827 hasPublicationYear "2022" @default.
- W4320477827 type Work @default.
- W4320477827 citedByCount "0" @default.
- W4320477827 crossrefType "posted-content" @default.
- W4320477827 hasAuthorship W4320477827A5001640684 @default.
- W4320477827 hasAuthorship W4320477827A5010754413 @default.
- W4320477827 hasAuthorship W4320477827A5034102826 @default.
- W4320477827 hasAuthorship W4320477827A5043060302 @default.
- W4320477827 hasAuthorship W4320477827A5056141709 @default.
- W4320477827 hasAuthorship W4320477827A5091850698 @default.
- W4320477827 hasBestOaLocation W43204778271 @default.
- W4320477827 hasConcept C154945302 @default.
- W4320477827 hasConcept C202269582 @default.
- W4320477827 hasConcept C204321447 @default.
- W4320477827 hasConcept C41008148 @default.
- W4320477827 hasConcept C54355233 @default.
- W4320477827 hasConcept C66402592 @default.
- W4320477827 hasConcept C81363708 @default.
- W4320477827 hasConcept C86803240 @default.
- W4320477827 hasConceptScore W4320477827C154945302 @default.
- W4320477827 hasConceptScore W4320477827C202269582 @default.
- W4320477827 hasConceptScore W4320477827C204321447 @default.
- W4320477827 hasConceptScore W4320477827C41008148 @default.
- W4320477827 hasConceptScore W4320477827C54355233 @default.
- W4320477827 hasConceptScore W4320477827C66402592 @default.
- W4320477827 hasConceptScore W4320477827C81363708 @default.
- W4320477827 hasConceptScore W4320477827C86803240 @default.
- W4320477827 hasLocation W43204778271 @default.
- W4320477827 hasLocation W43204778272 @default.
- W4320477827 hasOpenAccess W4320477827 @default.
- W4320477827 hasPrimaryLocation W43204778271 @default.
- W4320477827 hasRelatedWork W2024691726 @default.
- W4320477827 hasRelatedWork W2326619756 @default.
- W4320477827 hasRelatedWork W2748454020 @default.
- W4320477827 hasRelatedWork W2909085234 @default.
- W4320477827 hasRelatedWork W2911096505 @default.
- W4320477827 hasRelatedWork W2963891724 @default.
- W4320477827 hasRelatedWork W3016958897 @default.
- W4320477827 hasRelatedWork W3119610945 @default.
- W4320477827 hasRelatedWork W3181746755 @default.
- W4320477827 hasRelatedWork W4283379348 @default.
- W4320477827 isParatext "false" @default.
- W4320477827 isRetracted "false" @default.
- W4320477827 workType "article" @default.