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相关论文: Automatic Depression Detection: An Emotional Audio…

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Depression and anxiety are psychiatric disorders that are observed in many areas of everyday life. For example, these disorders manifest themselves somewhat frequently in texts written by nondiagnosed users in social media. However,…

计算与语言 · 计算机科学 2020-11-11 David Owen , Jose Camacho Collados , Luis Espinosa-Anke

As a neurophysiological response to threat or adverse conditions, stress can affect cognition, emotion and behaviour with potentially detrimental effects on health in the case of sustained exposure. Since the affective content of speech is…

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…

计算机视觉与模式识别 · 计算机科学 2017-11-17 Evgeny Stepanov , Stephane Lathuiliere , Shammur Absar Chowdhury , Arindam Ghosh , Radu-Laurentiu Vieriu , Nicu Sebe , Giuseppe Riccardi

Depression is a critical concern in global mental health, prompting extensive research into AI-based detection methods. Among various AI technologies, Large Language Models (LLMs) stand out for their versatility in mental healthcare…

音频与语音处理 · 电气工程与系统科学 2024-09-25 Xiangyu Zhang , Hexin Liu , Kaishuai Xu , Qiquan Zhang , Daijiao Liu , Beena Ahmed , Julien Epps

Human emotional speech is, by its very nature, a variant signal. This results in dynamics intrinsic to automatic emotion classification based on speech. In this work, we explore a spectral decomposition method stemming from fluid-dynamics,…

音频与语音处理 · 电气工程与系统科学 2020-08-18 Shuiyang Mao , P. C. Ching , Tan Lee

Text sentiment analysis for preliminary depression status estimation of users on social media is a widely exercised and feasible method, However, the immense variety of users accessing the social media websites and their ample mix of…

计算与语言 · 计算机科学 2020-12-01 Sudhir Kumar Suman , Hrithwik Shalu , Lakshya A Agrawal , Archit Agrawal , Juned Kadiwala

Depression is a common disease worldwide. It is difficult to diagnose and continues to be underdiagnosed. Because depressed patients constantly share their symptoms, major life events, and treatments on social media, researchers are turning…

计算与语言 · 计算机科学 2025-10-27 Wenli Zhang , Jiaheng Xie , Zhu Zhang , Xiang Liu

Depression poses serious public health risks, including suicide, underscoring the urgency of timely and scalable screening. Multimodal automatic depression detection (ADD) offers a promising solution; however, widely studied audio- and…

计算机视觉与模式识别 · 计算机科学 2025-12-09 Jiuyi Chen , Mingkui Tan , Haifeng Lu , Qiuna Xu , Zhihua Wang , Runhao Zeng , Xiping Hu

This study introduces EM2LDL, a novel multilingual speech corpus designed to advance mixed emotion recognition through label distribution learning. Addressing the limitations of predominantly monolingual and single-label emotion corpora…

计算与语言 · 计算机科学 2025-11-26 Xingfeng Li , Xiaohan Shi , Junjie Li , Yongwei Li , Masashi Unoki , Tomoki Toda , Masato Akagi

Non-speech emotion recognition has a wide range of applications including healthcare, crime control and rescue, and entertainment, to name a few. Providing these applications using edge computing has great potential, however, recent studies…

声音 · 计算机科学 2023-05-02 Ibrahim Malik , Siddique Latif , Sanaullah Manzoor , Muhammad Usama , Junaid Qadir , Raja Jurdak

Twitter is currently a popular online social media platform which allows users to share their user-generated content. This publicly-generated user data is also crucial to healthcare technologies because the discovered patterns would hugely…

机器学习 · 计算机科学 2021-05-25 Hamad Zogan , Imran Razzak , Shoaib Jameel , Guandong Xu

Depression is a major cause of global mental illness and significantly influences suicide rates. Timely and accurate diagnosis is essential for effective intervention. Electroencephalography (EEG) provides a non-invasive and accessible…

信号处理 · 电气工程与系统科学 2025-11-11 Soujanya Hazra , Sanjay Ghosh

Mental health issues, particularly depressive disorders, present significant challenges in contemporary society, necessitating the development of effective automated diagnostic methods. This paper introduces the Agent Mental Clinic (AMC), a…

计算与语言 · 计算机科学 2024-10-10 Kunyao Lan , Bingrui Jin , Zichen Zhu , Siyuan Chen , Shu Zhang , Kenny Q. Zhu , Mengyue Wu

Depression poses significant challenges to patients and healthcare organizations, necessitating efficient assessment methods. Existing paradigms typically focus on a patient-doctor way that overlooks multi-role interactions, such as family…

人机交互 · 计算机科学 2026-03-10 Zhiyuan Zhou , Jilong Liu , Sanwang Wang , Shijie Hao , Yanrong Guo , Richang Hong

Depression disorder is a serious health condition that has affected the lives of millions of people around the world. Diagnosis of depression is a challenging practice that relies heavily on subjective studies and, in most cases, suffers…

信号处理 · 电气工程与系统科学 2025-03-26 Amir Nassibi , Christos Papavassiliou , Ildar Rakhmatulin , Danilo Mandic , S. Farokh Atashzar

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…

人工智能 · 计算机科学 2020-10-07 Shivani Shimpi , Shyam Thombre , Snehal Reddy , Ritik Sharma , Srijan Singh

Telehealth is a valuable tool for primary health care (PHC), where depression is a common condition. PHC is the first point of contact for most people with depression, but about 25% of diagnoses made by PHC physicians are inaccurate. Many…

The onset of old age brings physiological and mental changes, with anxiety and depression being common mental disorders that can trigger other health issues and reduce lifespan. However, due to a global shortage of mental health…

系统与控制 · 电气工程与系统科学 2024-10-04 Malik Faizan , P. J. White , Indrakshi Dey

Beyond current conversational chatbots or task-oriented dialogue systems that have attracted increasing attention, we move forward to develop a dialogue system for automatic medical diagnosis that converses with patients to collect…

计算与语言 · 计算机科学 2019-03-19 Lin Xu , Qixian Zhou , Ke Gong , Xiaodan Liang , Jianheng Tang , Liang Lin

In this paper, we propose Evebot, an innovative, sequence to sequence (Seq2seq) based, fully generative conversational system for the diagnosis of negative emotions and prevention of depression through positively suggestive responses. The…

人工智能 · 计算机科学 2019-10-16 Junjie Yin , Zixun Chen , Kelai Zhou , Chongyuan Yu