Rethinking classification results based on read speech, or: why improvements do not always transfer to other speaking styles

Schuppler, Barbara

doi:10.1007/s10772-017-9436-y

Cited by 6 publications

(2 citation statements)

References 47 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Open-ended Question Task, on the other hand, provides more naturalistic data, which can complement the information available in read speech. The notion that they may provide different types of information is confirmed by works such as Schuppler (2017) which discussed the need for developing methods for different speaking styles instead of just focusing on read speech.…”

Section: Introductionmentioning

confidence: 97%

Towards the Development of Speech-Based Measures of Stress Response in Individuals

Bhatia¹,

Miyatsu²,

Pirolli³

2021

Proceedings of the Seventh Workshop on Computational Linguistics and Clinical Psychology: Improving Access

View full text Add to dashboard Cite

Psychological and physiological stress in the environment can induce a different stress response in different individuals. Given the causal relationship between stress, mental health, and psychopathologies, as well as its impact on individuals' executive functioning and performance, identifying the extent of stress response in individuals can be useful for providing targeted support to those who are in need. In this paper, we identify and validate features in speech that can be used as indicators of stress response in individuals to develop speech-based measures of stress response. We evaluate effectiveness of two types of tasks used for collecting speech samples in developing stress response measures, namely Read Speech Task and Open-Ended Question Task. Participants completed these tasks, along with the verbal fluency task (an established measure of executive functioning) before and after clinically validated stress induction to see if the changes in the speech-based features are associated with the stress-induced decline in executive functioning. Further, we supplement our analyses with an extensive, external assessment of the individuals' stress tolerance in the real life to validate the usefulness of the speech-based measures in predicting meaningful outcomes outside of the experimental setting.

show abstract

Section: Introductionmentioning

confidence: 97%

Towards the Development of Speech-Based Measures of Stress Response in Individuals

Bhatia¹,

Miyatsu²,

Pirolli³

2021

Proceedings of the Seventh Workshop on Computational Linguistics and Clinical Psychology: Improving Access

View full text Add to dashboard Cite

show abstract

Section: Introductionmentioning

confidence: 97%

Proceedings of the Seventh Workshop on Computational Linguistics and Clinical Psychology: Improving Access

2021

View full text Add to dashboard Cite

Recently, research on mental health conditions using public online data, including Reddit, has surged in NLP and health research but has not reported user characteristics, which are important to judge generalisability of findings. This paper shows how existing NLP methods can yield information on clinical, demographic, and identity characteristics of almost 20K Reddit users who self-report a bipolar disorder diagnosis. This population consists of slightly more feminine-than masculinegendered mainly young or middle-aged USbased adults who often report additional mental health diagnoses, which is compared with general Reddit statistics and epidemiological studies. Additionally, this paper carefully evaluates all methods and discusses ethical issues. ReferencesWasim Ahmed, Peter A. Bath, and Gianluca Demartini.2017. Using Twitter as a data source: an overview of ethical, legal and methodological challenges. In Kandy Woodfield, editor, The Ethics of Online Research, pages 79-107. Emerald Books.

show abstract

Hybrid Transformer Architectures With Diverse Audio Features for Deepfake Speech Classification

Zaman,

Samiul,

Sah

et al. 2024

IEEE Access

View full text Add to dashboard Cite

Rethinking classification results based on read speech, or: why improvements do not always transfer to other speaking styles

Cited by 6 publications

References 47 publications

Towards the Development of Speech-Based Measures of Stress Response in Individuals

Towards the Development of Speech-Based Measures of Stress Response in Individuals

Proceedings of the Seventh Workshop on Computational Linguistics and Clinical Psychology: Improving Access

Hybrid Transformer Architectures With Diverse Audio Features for Deepfake Speech Classification

Contact Info

Product

Resources

About