AudVowelConsNet: A phoneme-level based deep CNN architecture for clinical depression diagnosis

M Muzammel, H Salam, Y Hoffmann… - Machine Learning with …, 2020 - Elsevier
Depression is a common and serious mood disorder that negatively affects the patient's
capacity of functioning normally in daily tasks. Speech is proven to be a vigorous tool in …

Manifestation of depression in speech overlaps with characteristics used to represent and recognize speaker identity

SH Dumpala, K Dikaios, S Rodriguez, R Langley… - Scientific Reports, 2023 - nature.com
The sound of a person's voice is commonly used to identify the speaker. The sound of
speech is also starting to be used to detect medical conditions, such as depression. It is not …

Enhanced depression detection from speech using quantum whale optimization algorithm for feature selection

B Kaur, S Rathi, RK Agrawal - Computers in Biology and Medicine, 2022 - Elsevier
There is an urgent need to detect depression using a non-intrusive approach that is reliable
and accurate. In this paper, a simple and efficient unimodal depression detection approach …

Gender bias in depression detection using audio features

A Bailey, MD Plumbley - 2021 29th European Signal …, 2021 - ieeexplore.ieee.org
Depression is a large-scale mental health problem and a challenging area for machine
learning researchers in detection of depression. Datasets such as Distress Analysis …

A weakly supervised learning framework for detecting social anxiety and depression

A Salekin, JW Eberle, JJ Glenn, BA Teachman… - Proceedings of the …, 2018 - dl.acm.org
Although social anxiety and depression are common, they are often underdiagnosed and
undertreated, in part due to difficulties identifying and accessing individuals in need of …

Automated screening for distress: A perspective for the future

R Rana, S Latif, R Gururajan, A Gray… - European journal of …, 2019 - Wiley Online Library
Distress is a complex condition, which affects a significant percentage of cancer patients and
may lead to depression, anxiety, sadness, suicide and other forms of psychological …

[HTML][HTML] Depression screening from voice samples of patients affected by parkinson's disease

Y Ozkanca, M Göksu Öztürk, MN Ekmekci… - Digital …, 2019 - karger.com
Depression is a common mental health problem leading to significant disability worldwide. It
is not only common but also commonly co-occurs with other mental and neurological …

[HTML][HTML] Speech depression recognition based on attentional residual network

X Lu, D Shi, Y Liu, J Yuan - Frontiers in Bioscience-Landmark, 2021 - imrpress.com
Background: Depressive disorder is a common affective disorder, also known as
depression, which is characterized by sadness, loss of interest, feelings of guilt or low self …

An online attachment style Recognition System based on Voice and Machine Learning

L Gómez-Zaragozá, J Marín-Morales… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
Attachment styles are known to have significant associations with mental and physical
health. Specifically, insecure attachment leads individuals to higher risk of suffering from …

Speech based depression severity level classification using a multi-stage dilated cnn-lstm model

N Seneviratne, C Espy-Wilson - arXiv preprint arXiv:2104.04195, 2021 - arxiv.org
Speech based depression classification has gained immense popularity over the recent
years. However, most of the classification studies have focused on binary classification to …