{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,10,24]],"date-time":"2023-10-24T05:19:56Z","timestamp":1698124796427},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643684482","type":"print"},{"value":"9781643684499","type":"electronic"}],"license":[{"start":{"date-parts":[[2023,10,19]],"date-time":"2023-10-19T00:00:00Z","timestamp":1697673600000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,10,19]]},"abstract":"<jats:p>In this work we evaluate the zero-shot performance for emotion classification in audio recording datasets using a series of deep spectrum feature extractors which have been pre-trained on snore-analysus datasets.We evaluate here if those features are suitable for emotion-analysis on a zero-shot premise (no re-training of the CNNs). Once the feature extraction is complete, we evaluate training conventional classification models, i.e. an SVC, to classify a series of Spanish datasets which consist of male and female recordings expressing a set of emotions.<\/jats:p>","DOI":"10.3233\/faia230675","type":"book-chapter","created":{"date-parts":[[2023,10,23]],"date-time":"2023-10-23T08:14:34Z","timestamp":1698048874000},"source":"Crossref","is-referenced-by-count":0,"title":["Zero-Shot Prediction for Emotion Recognition Using Deep Spectrum Features"],"prefix":"10.3233","author":[{"given":"Elena","family":"Ortega Beltr\u00e1n","sequence":"first","affiliation":[{"name":"Universitat Oberta de Catalunya"}]},{"given":"Ismael","family":"Benito-Altamirano","sequence":"additional","affiliation":[{"name":"Universitat Oberta de Catalunya"},{"name":"Universitat de Barcelona, Departament d\u2019Enginyeria Electr\u00f2nica i Biom\u00e8dica"}]},{"given":"Carles","family":"Ventura","sequence":"additional","affiliation":[{"name":"Universitat Oberta de Catalunya"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","Artificial Intelligence Research and Development"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA230675","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,10,23]],"date-time":"2023-10-23T08:14:34Z","timestamp":1698048874000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA230675"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,19]]},"ISBN":["9781643684482","9781643684499"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia230675","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"value":"0922-6389","type":"print"},{"value":"1879-8314","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,10,19]]}}}