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Modelling paralinguistic properties in conversational speech to detect bipolar disorder and borderline personality disorder

Abstract:

Bipolar disorder (BD) and borderline personality disorder (BPD) are two chronic mental health conditions that clinicians find challenging to distinguish based on clinical interviews, due to their overlapping symptoms. In this work, we investigate the automatic detection of these two conditions by modelling both verbal and non-verbal cues in a set of interviews. We propose a new approach of modelling short-term features with visibility-signature transform, and compare it with widely used high-...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1109/ICASSP39728.2021.9413891

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Institution:
University of Oxford
Division:
MSD
Sub department:
Psychiatry
Role:
Author
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Publisher:
IEEE Publisher's website
Journal:
Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP) Journal website
Issue:
2021
Pages:
7243-7247
Publication date:
2021-05-13
Acceptance date:
2021-01-30
Event title:
2021 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2021)
Event location:
Toronto, ON, Canada
Event website:
https://www.2021.ieeeicassp.org/
Event start date:
2021-06-06T00:00:00Z
Event end date:
2021-06-11T00:00:00Z
DOI:
EISBN:
978-1-7281-7605-5
EISSN:
2379-190X
ISSN:
1520-6149
ISBN:
978-1-7281-7606-2
Language:
English
Keywords:
Pubs id:
1162376
Local pid:
pubs:1162376
Deposit date:
2021-02-19

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