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Depression affects over millions people worldwide, yet diagnosis still relies on subjective self-reports and interviews that may not capture authentic behavior. We present IHearYou, an approach to automated depression detection focused on…

Sound · Computer Science 2025-12-03 Jonas Länzlinger , Katharina Müller , Burkhard Stiller , Bruno Rodrigues

This study investigates the utility of speech signals for AI-based depression screening across varied interaction scenarios, including psychiatric interviews, chatbot conversations, and text readings. Participants include depressed patients…

Sound · Computer Science 2024-06-13 Yangbin Chen , Chenyang Xu , Chunfeng Liang , Yanbao Tao , Chuan Shi

Due to its popularity and availability, social media data may present a new way to identify individuals who are experiencing mental illness. By analysing blog content, this study aimed to investigate the associations between linguistic…

Computation and Language · Computer Science 2021-06-01 B. ODea , T. W. Boonstra , M. E. Larsen , T. Nguyen , S. Venkatesh , H. Christensen

This work shows that depression changes the correlation between features extracted from speech. Furthermore, it shows that using such an insight can improve the training speed and performance of depression detectors based on SVMs and LSTMs.…

Computation and Language · Computer Science 2023-07-10 Fuxiang Tao , Wei Ma , Xuri Ge , Anna Esposito , Alessandro Vinciarelli

Depression, a prevalent and complex mental health issue affecting millions worldwide, presents significant challenges for detection and monitoring. While facial expressions have shown promise in laboratory settings for identifying…

Human-Computer Interaction · Computer Science 2024-06-26 Rahul Islam , Sang Won Bae

Previous studies have shown the correlation between sensor data collected from mobile phones and human depression states. Compared to the traditional self-assessment questionnaires, the passive data collected from mobile phones is easier to…

Emotions are integral to human social interactions, with diverse responses elicited by various situational contexts. Particularly, the prevalence of negative emotional states has been correlated with negative outcomes for mental health,…

Computation and Language · Computer Science 2024-01-10 Abu Bakar Siddiqur Rahman , Hoang-Thang Ta , Lotfollah Najjar , Azad Azadmanesh , Ali Saffet Gönül

Studies on intergenerational relationships between parents and children in Asian American families highlight their impact on mental health and well-being. This study investigates the role of ambivalent emotions in online narratives shared…

Computers and Society · Computer Science 2026-02-05 Sangpil Youm , Nari Yoo , Sou Hyun Jang

In recent times, we have seen an increased use of text chat for communication on social networks and smartphones. This particularly involves the use of Hindi-English code-mixed text which contains words which are not recognized in English…

Computation and Language · Computer Science 2021-11-16 Divyansh Singh

Depression is a common mental disorder that causes people to experience depressed mood, loss of interest or pleasure, feelings of guilt or low self-worth. Traditional clinical depression diagnosis methods are subjective and time consuming.…

Human-Computer Interaction · Computer Science 2022-11-22 Chuang Yu

Depression significantly affects emotions, thoughts, and daily activities. Recent research indicates that speech signals contain vital cues about depression, sparking interest in audio-based deep-learning methods for estimating its…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-07 Shuanglin Li , Zhijie Xie , Syed Mohsen Naqvi

Depression is a major debilitating disorder which can affect people from all ages. With a continuous increase in the number of annual cases of depression, there is a need to develop automatic techniques for the detection of the presence and…

Computer Vision and Pattern Recognition · Computer Science 2017-11-17 Evgeny Stepanov , Stephane Lathuiliere , Shammur Absar Chowdhury , Arindam Ghosh , Radu-Laurentiu Vieriu , Nicu Sebe , Giuseppe Riccardi

Major depressive disorder is a prevalent and serious mental health condition that negatively impacts your emotions, thoughts, actions, and overall perception of the world. It is complicated to determine whether a person is depressed due to…

Sound · Computer Science 2024-12-13 Quang-Anh N. D. , Manh-Hung Ha , Thai Kim Dinh , Minh-Duc Pham , Ninh Nguyen Van

Depression is a serious medical condition that is suffered by a large number of people around the world. It significantly affects the way one feels, causing a persistent lowering of mood. In this paper, we propose a novel attention-based…

Computers and Society · Computer Science 2019-04-17 Syed Arbaaz Qureshi , Mohammed Hasanuzzaman , Sriparna Saha , Gaël Dias

Mental health is a critical global public health issue, and psychological support hotlines play a pivotal role in providing mental health assistance and identifying suicide risks at an early stage. However, the emotional expressions…

Computation and Language · Computer Science 2025-01-16 Han Wang , Jianqiang Li , Qing Zhao , Zhonglong Chen , Changwei Song , Jing Tang , Yuning Huang , Wei Zhai , Yongsheng Tong , Guanghui Fu

Depression is characterized by persistent sadness and loss of interest, significantly impairing daily functioning and now a widespread mental disorder. Traditional diagnostic methods rely on subjective assessments, necessitating objective…

This study explores the relationship between linguistic expressions and psychological states of depression and anxiety within Chinese psycho-counseling interactions, focusing specifically on the usage of first-person singular pronouns and…

Computation and Language · Computer Science 2025-07-21 Lizhi Ma , Tong Zhao , Shuai Zhang , Nirui Song , Hongliang He , Anqi Li , Ran Feng , Huachuan Qiu , Jingsong Ma , Zhenzhong Lan

In this work, we provide an extensive part-of-speech analysis of the discourse of social media users with depression. Research in psychology revealed that depressed users tend to be self-focused, more preoccupied with themselves and…

Computation and Language · Computer Science 2021-08-03 Ana-Maria Bucur , Ioana R. Podină , Liviu P. Dinu

Bipolar disorder, a severe chronic mental illness characterized by pathological mood swings from depression to mania, requires ongoing symptom severity tracking to both guide and measure treatments that are critical for maintaining…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-28 Zakaria Aldeneh , Mimansa Jaiswal , Michael Picheny , Melvin McInnis , Emily Mower Provost