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Parkinsons Disease (PD) is a progressive neurological disorder that primarily affects motor functions and can lead to mild cognitive impairment (MCI) and dementia in its advanced stages. With approximately 10 million people diagnosed…

Image and Video Processing · Electrical Eng. & Systems 2025-05-02 Abu Saleh Musa Miah , taro Suzuki , Jungpil Shin

Existing depression screening predominantly relies on standardized questionnaires (e.g., PHQ-9, BDI), which suffer from high misdiagnosis rates (18-34% in clinical studies) due to their static, symptom-counting nature and susceptibility to…

Neurons and Cognition · Quantitative Biology 2025-04-24 Zhenguang Zhong , Zhixuan Wang

We propose a deep architecture for depression detection from social media posts. The proposed architecture builds upon BERT to extract language representations from social media posts and combines these representations using an attentive…

Computation and Language · Computer Science 2023-03-28 Ilias Triantafyllopoulos , Georgios Paraskevopoulos , Alexandros Potamianos

As the impact of technology on our lives is increasing, we witness increased use of social media that became an essential tool not only for communication but also for sharing information with community about our thoughts and feelings. This…

Computation and Language · Computer Science 2023-05-10 Ilija Tavchioski , Marko Robnik-Šikonja , Senja Pollak

Depression, a highly prevalent mental illness, affects over 280 million individuals worldwide. Early detection and timely intervention are crucial for promoting remission, preventing relapse, and alleviating the emotional and financial…

Computer Vision and Pattern Recognition · Computer Science 2023-10-11 Min Ren , Muchan Tao , Xuecai Hu , Xiaotong Liu , Qiong Li , Yongzhen Huang

The COVID-19 pandemic has forced many people to limit their social activities, which has resulted in a rise in mental illnesses, particularly depression. To diagnose these illnesses with accuracy and speed, and prevent severe outcomes such…

Machine Learning · Computer Science 2023-11-14 Hossein Simchi , Samira Tajik

Suicidal ideation detection from social media is an evolving research with great challenges. Many of the people who have the tendency to suicide share their thoughts and opinions through social media platforms. As part of many researches it…

Information Retrieval · Computer Science 2021-12-21 Shini Renjith , Annie Abraham , Surya B. Jyothi , Lekshmi Chandran , Jincy Thomson

Social media is one of the most highly sought resources for analyzing characteristics of the language by its users. In particular, many researchers utilized various linguistic features of mental health problems from social media. However,…

Computation and Language · Computer Science 2023-06-06 Hoyun Song , Jisu Shin , Huije Lee , Jong C. Park

Depression has been a leading cause of mental-health illnesses across the world. While the loss of lives due to unmanaged depression is a subject of attention, so is the lack of diagnostic tests and subjectivity involved. Using behavioural…

Artificial Intelligence · Computer Science 2020-10-07 Shivani Shimpi , Shyam Thombre , Snehal Reddy , Ritik Sharma , Srijan Singh

Major Depressive Disorder (MDD) is a common worldwide mental health issue with high associated socioeconomic costs. The prediction and automatic detection of MDD can, therefore, make a huge impact on society. Speech, as a non-invasive, easy…

Depression is one of the most prevalent mental disorders, which seriously affects one's life. Traditional depression diagnostics commonly depends on rating with scales, which can be labor-intensive and subjective. In this context, Automatic…

Machine Learning · Computer Science 2022-03-02 Yanrong Guo , Chenyang Zhu , Shijie Hao , Richang Hong

The Early diagnosis and treatment of depression is essential for effective treatment. Depression, while being one of the most common mental illnesses, is still poorly understood in both research and clinical practice. Among different…

Signal Processing · Electrical Eng. & Systems 2023-03-13 Abdolkarim Saeedi , Arash Maghsoudi , Fereidoun Nowshiravan Rahatabad

Automated depression screening and diagnosis is a highly relevant problem today. There are a number of limitations of the traditional depression detection methods, namely, high dependence on clinicians and biased self-reporting. In recent…

Machine Learning · Computer Science 2023-03-15 Rajanikant Ghate , Nayan Kalnad , Rahee Walambe , Ketan Kotecha

Skin cancer is one of the most threatening diseases worldwide. However, diagnosing skin cancer correctly is challenging. Recently, deep learning algorithms have emerged to achieve excellent performance on various tasks. Particularly, they…

Image and Video Processing · Electrical Eng. & Systems 2020-12-08 Hongfeng Li , Yini Pan , Jie Zhao , Li Zhang

Depression is a common mental illness across current human society. Traditional depression assessment relying on inventories and interviews with psychologists frequently suffer from subjective diagnosis results, slow and expensive diagnosis…

Neurons and Cognition · Quantitative Biology 2025-07-01 Siyang Song , Yupeng Huo , Shiqing Tang , Jiaee Cheong , Rui Gao , Michel Valstar , Hatice Gunes

With the rapid development in artificial intelligence, social computing has evolved beyond social informatics toward the birth of social intelligence systems. This paper, therefore, takes initiatives to propose a social behaviour…

There is an increasing number of virtual communities and forums available on the web. With social media, people can freely communicate and share their thoughts, ask personal questions, and seek peer-support, especially those with conditions…

Computation and Language · Computer Science 2025-11-13 Nur Shazwani Kamarudin , Ghazaleh Beigi , Lydia Manikonda , Huan Liu

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

Health sensing for chronic disease management creates immense benefits for social welfare. Existing health sensing studies primarily focus on the prediction of physical chronic diseases. Depression, a widespread complication of chronic…

Artificial Intelligence · Computer Science 2025-04-17 Jiaheng Xie , Xiaohang Zhao , Xiang Liu , Xiao Fang

Dementia is a neurodegenerative disorder that causes cognitive decline and affects more than 50 million people worldwide. Dementia is under-diagnosed by healthcare professionals - only one in four people who suffer from dementia are…