Conference item
Modelling paralinguistic properties in conversational speech to detect bipolar disorder and borderline personality disorder
- Abstract:
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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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- Files:
-
-
(Accepted manuscript, 221.2KB)
-
- Publisher copy:
- 10.1109/ICASSP39728.2021.9413891
Authors
Funding
Bibliographic Details
- 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:
- 2021-06-06
- Event end date:
- 2021-06-11
- DOI:
- EISSN:
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2379-190X
- ISSN:
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1520-6149
- EISBN:
- 978-1-7281-7605-5
- ISBN:
- 978-1-7281-7606-2
Item Description
- Language:
- English
- Keywords:
- Pubs id:
-
1162376
- Local pid:
- pubs:1162376
- Deposit date:
- 2021-02-19
Terms of use
- Copyright holder:
- IEEE
- Copyright date:
- 2021
- Rights statement:
- © IEEE 2021.
- Notes:
- This paper was presented at the 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 6th-11th June 2021, Toronto, ON, Canada. This is the accepted manuscript version of the article. The final version is available from IEEE at: https://doi.org/10.1109/ICASSP39728.2021.9413891
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