Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Stress Level Detection in Continuous Speech Using CNNs and a Hybrid Attention Layer Subject The topic of the resource DAIC-WOZ; Hybrid attention model; Speech emotion recognition; Stress levels Description An account of the resource This paper mainly targets stress detection by analyzing the audio signals obtained from human beings. Deep learning is used to model the levels of stress pertaining to this whole paper followed by an analysis of the Mel spectrogram of the audio signals is done. A hybrid attention model helps us achieve the required result. The dataset that has been used for this article is the DAIC-WOZ dataset containing continuous speech files of conversations between a patient and a virtual assistant who is controlled by a human counselor from another room. The best results obtained were a 78.7% accuracy on the classification of the stress levels. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd 2024. Creator An entity primarily responsible for making the resource Subramani R.; Suresh K.; Donald A.C.; Sivaselvan K. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-731 LNNS, pp. 367-382. Publisher An entity responsible for making the resource available Springer Science and Business Media Deutschland GmbH Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-981-99-4071-4_29" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-99-4071-4_29</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85177093870&amp;doi=10.1007%2F978-981-99-4071-4_29&amp;partnerID=40&amp;md5=5530921ffd82034602f62f66faeb4165" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85177093870&amp;doi=10.1007%2f978-981-99-4071-4_29&amp;partnerID=40&amp;md5=5530921ffd82034602f62f66faeb4165</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370; ISBN: 978-981994070-7 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Subramani R., Department of Mathematics, CHRIST (Deemed to be University), Bengaluru, 560029, India; Suresh K., Department of Computer Science, CHRIST (Deemed to be University), Bengaluru, 560029, India; Donald A.C., Department of Computer Science, CHRIST (Deemed to be University), Bengaluru, 560029, India; Sivaselvan K., Department of Mathematics, St. Thomas College of Arts and Science, Chennai, 600107, India