Real-world PTSD recognition: a cross-corpus and cross-linguistic evaluation

  • Post-traumatic Stress Disorder (PTSD) is a mental condition that develops as a result of catastrophic events. Triggers for this may include experiences, such as military combat, natural disasters, or sexual abuse, having a great influence on the mental wellbeing. Due to the severity of this condition, early detection and professional treatment is crucial. For this reason, previous research explored prediction models for recognising PTSD at an early stage. However, when these models are transferred from research to real-world applications, they face heterogeneous environments (e. g., different recording settings, various dialects or languages). To analyse this effect, we develop a speechbased PTSD recognition model and subsequently analyse its cross-corpus and cross-linguistic performance. Our experiments indicate that there are cross-cultural factors influencing PTSD and leading to a best area under the ROC curve (AUC) of 70.1 % evaluated cross-corpus.

Export metadata

Statistics

Number of document requests

Additional Services

Share in Twitter Search Google Scholar
Metadaten
Author:Alexander KathanORCiD, Martin Bürger, Andreas TriantafyllopoulosORCiD, Sabrina Milkus, Jonas Hohmann, Pauline Muderlak, Jürgen Schottdorf, Richard Musil, Björn SchullerORCiDGND, Shahin AmiriparianORCiDGND
Frontdoor URLhttps://opus.bibliothek.uni-augsburg.de/opus4/118996
ISSN:2958-1796OPAC
Parent Title (English):Interspeech 2024, Kos, Greece, 1-5 September 2024
Publisher:ISCA
Place of publication:Baixas
Editor:Itshak Lapidot, Sharon Gannot
Type:Conference Proceeding
Language:English
Year of first Publication:2024
Release Date:2025/02/11
First Page:487
Last Page:491
DOI:https://doi.org/10.21437/interspeech.2024-493
Institutes:Fakultät für Angewandte Informatik
Fakultät für Angewandte Informatik / Institut für Informatik
Fakultät für Angewandte Informatik / Institut für Informatik / Lehrstuhl für Embedded Intelligence for Health Care and Wellbeing
Nachhaltigkeitsziele
Nachhaltigkeitsziele / Ziel 16 - Frieden, Gerechtigkeit und starke Institutionen
Dewey Decimal Classification:6 Technik, Medizin, angewandte Wissenschaften / 61 Medizin und Gesundheit / 610 Medizin und Gesundheit