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相关论文: Detecting the Severity of Major Depressive Disorde…

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Clinical depression or Major Depressive Disorder (MDD) is a common and serious medical illness. In this paper, a deep recurrent neural network-based framework is presented to detect depression and to predict its severity level from speech.…

人机交互 · 计算机科学 2020-03-13 Emna Rejaibi , Ali Komaty , Fabrice Meriaudeau , Said Agrebi , Alice Othmani

Depression is the most common psychological disorder and is considered as a leading cause of disability and suicide worldwide. An automated system capable of detecting signs of depression in human speech can contribute to ensuring timely…

声音 · 计算机科学 2023-02-21 Mashrura Tasnim , Jekaterina Novikova

Background: Captured between clinical appointments using mobile devices, spoken language has potential for objective, more regular assessment of symptom severity and earlier detection of relapse in major depressive disorder. However,…

Major Depressive Disorder (MDD) is a severe illness that affects millions of people, and it is critical to diagnose this disorder as early as possible. Detecting depression from voice signals can be of great help to physicians and can be…

音频与语音处理 · 电气工程与系统科学 2022-06-28 Jinhan Wang , Vijay Ravi , Jonathan Flint , Abeer Alwan

Major depressive disorder (MDD) impacts more than 300 million people worldwide, highlighting a significant public health issue. However, the uneven distribution of medical resources and the complexity of diagnostic methods have resulted in…

计算与语言 · 计算机科学 2025-05-02 Yuyang Sha , Hongxin Pan , Wei Xu , Weiyu Meng , Gang Luo , Xinyu Du , Xiaobing Zhai , Henry H. Y. Tong , Caijuan Shi , Kefeng Li

Major depressive disorder (MDD) is a prevalent psychiatric disorder that is associated with significant healthcare burden worldwide. Phenotyping of MDD can help early diagnosis and consequently may have significant advantages in patient…

The ease of in-the-wild speech recording using smartphones has sparked considerable interest in the combined application of speech, remote measurement technology (RMT) and advanced analytics as a research and healthcare tool. For this to be…

Major depressive disorder (MDD) is a complex psychiatric disorder that affects the lives of hundreds of millions of individuals around the globe. Even today, researchers debate if morphological alterations in the brain are linked to MDD,…

定量方法 · 定量生物学 2025-01-27 Roberto Goya-Maldonado , Tracy Erwin-Grabner , Ling-Li Zeng , Christopher R. K. Ching , Andre Aleman , Alyssa R. Amod , Zeynep Basgoze , Francesco Benedetti , Bianca Besteher , Katharina Brosch , Robin Bülow , Romain Colle , Colm G. Connolly , Emmanuelle Corruble , Baptiste Couvy-Duchesne , Kathryn Cullen , Udo Dannlowski , Christopher G. Davey , Annemiek Dols , Jan Ernsting , Jennifer W. Evans , Lukas Fisch , Paola Fuentes-Claramonte , Ali Saffet Gonul , Ian H. Gotlib , Hans J. Grabe , Nynke A. Groenewold , Dominik Grotegerd , Tim Hahn , J. Paul Hamilton , Laura K. M. Han , Ben J. Harrison , Tiffany C. Ho , Neda Jahanshad , Alec J. Jamieson , Andriana Karuk , Tilo Kircher , Bonnie Klimes-Dougan , Sheri-Michelle Koopowitz , Thomas Lancaster , Ramona Leenings , Meng Li , David E. J. Linden , Frank P. MacMaster , David M. A. Mehler , Susanne Meinert , Elisa Melloni , Bryon A. Mueller , Benson Mwangi , Igor Nenadić , Amar Ojha , Yasumasa Okamoto , Mardien L. Oudega , Brenda W. J. H. Penninx , Sara Poletti , Edith Pomarol-Clotet , Maria J. Portella , Elena Pozzi , Joaquim Radua , Elena Rodríguez-Cano , Matthew D. Sacchet , Raymond Salvador , Anouk Schrantee , Kang Sim , Jair C. Soares , Aleix Solanes , Dan J. Stein , Frederike Stein , Aleks Stolicyn , Sophia I. Thomopoulos , Yara J. Toenders , Aslihan Uyar-Demir , Eduard Vieta , Yolanda Vives-Gilabert , Henry Völzke , Martin Walter , Heather C. Whalley , Sarah Whittle , Nils Winter , Katharina Wittfeld , Margaret J. Wright , Mon-Ju Wu , Tony T. Yang , Carlos Zarate , Dick J. Veltman , Lianne Schmaal , Paul M. Thompson

Depression has been the leading cause of mental-health illness worldwide. Major depressive disorder (MDD), is a common mental health disorder that affects both psychologically as well as physically which could lead to loss of lives. Due to…

计算机视觉与模式识别 · 计算机科学 2019-09-05 Anupama Ray , Siddharth Kumar , Rutvik Reddy , Prerana Mukherjee , Ritu Garg

Background Major depressive disorder (MDD) is a leading cause of global disability, yet current diagnostic approaches often rely on subjective assessments and lack the ability to integrate multimodal clinical information. Large language…

机器学习 · 计算机科学 2025-09-30 Yuyang Sha , Hongxin Pan , Gang Luo , Caijuan Shi , Jing Wang , Kefeng Li

Automatic speech recognition (ASR) technology can aid in the detection, monitoring, and assessment of depressive symptoms in individuals. ASR systems have been used as a tool to analyze speech patterns and characteristics that are…

人机交互 · 计算机科学 2023-08-17 Alice Othmani , Muhammad Muzammel

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…

音频与语音处理 · 电气工程与系统科学 2025-01-07 Shuanglin Li , Zhijie Xie , Syed Mohsen Naqvi

With more than 300 million people depressed worldwide, depression is a global problem. Due to access barriers such as social stigma, cost, and treatment availability, 60% of mentally-ill adults do not receive any mental health services.…

计算机视觉与模式识别 · 计算机科学 2018-11-28 Albert Haque , Michelle Guo , Adam S Miner , Li Fei-Fei

Mispronunciation Detection and Diagnosis (MDD) is crucial for language learning and speech therapy. Unlike conventional methods that require scoring models or training phoneme-level models, we propose a novel training-free framework that…

计算与语言 · 计算机科学 2025-11-26 Huu Tuong Tu , Ha Viet Khanh , Tran Tien Dat , Vu Huan , Thien Van Luong , Nguyen Tien Cuong , Nguyen Thi Thu Trang

Depression is a common mental disorder worldwide which causes a range of serious outcomes. The diagnosis of depression relies on patient-reported scales and psychiatrist interview which may lead to subjective bias. In recent years, more and…

音频与语音处理 · 电气工程与系统科学 2020-03-02 Zhenyu Liu , Dongyu Wang , Lan Zhang , Bin Hu

Depression commonly co-occurs with neurodegenerative disorders like Multiple Sclerosis (MS), yet the potential of speech-based Artificial Intelligence for detecting depression in such contexts remains unexplored. This study examines the…

Depression is a global health concern with a critical need for increased patient screening. Speech technology offers advantages for remote screening but must perform robustly across patients. We have described two deep learning models…

音频与语音处理 · 电气工程与系统科学 2024-12-30 Y. Lu , A. Harati , T. Rutowski , R. Oliveira , P. Chlebek , E. Shriberg

Intelligent monitoring systems and affective computing applications have emerged in recent years to enhance healthcare. Examples of these applications include assessment of affective states such as Major Depressive Disorder (MDD). MDD…

人机交互 · 计算机科学 2020-11-19 Alice Othmani , Daoud Kadoch , Kamil Bentounes , Emna Rejaibi , Romain Alfred , Abdenour Hadid

The people with Major Depressive Disorder (MDD) exhibit the symptoms of tonal variations in their speech compared to the healthy counterparts. However, these tonal variations not only confine to the state of MDD but also on the language,…

Monitoring the progression of neurodegenerative disease (NDD) has important applications in planning treatment and evaluating new medications. Whereas much work has focused on discriminating patients from healthy controls, or predicting…

音频与语音处理 · 电气工程与系统科学 2026-05-05 Jacob J Webber , Oliver Watts , Lovisa Wihlborg , Johnny Tam , Christine Weaver , Suvankar Pal , Siddharthan Chandran , Cassia Valentini-Botinhao
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