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The average life expectancy is increasing globally due to advancements in medical technology, preventive health care, and a growing emphasis on gerontological health. Therefore, developing technologies that detect and track aging-associated…

Computational Engineering, Finance, and Science · Computer Science 2022-09-14 Saurav K. Aryal , Howard Prioleau , Legand Burge

Diagnosis and therapeutic effect assessment of Parkinson disease based on voice data are very important,but its few-shot learning problem is challenging.Although deep learning is good at automatic feature extraction, it suffers from…

Computer Vision and Pattern Recognition · Computer Science 2020-06-23 Yongming Li , Lang Zhou , Lingyun Qin , Yuwei Zeng , Yuchuan Liu , Yan Lei , Pin Wang , Fan Li

Parkinson's Disease (PD) is a progressive nervous system disorder that has affected more than 5.8 million people, especially the elderly. Due to the complexity of its symptoms and its similarity to other neurological disorders, early…

Artificial Intelligence · Computer Science 2022-11-29 Jingwei Li , Ruitian Wu , Tzu-liang Huang , Zian Pan , Ming-chun Huang

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.…

Human-Computer Interaction · Computer Science 2020-03-13 Emna Rejaibi , Ali Komaty , Fabrice Meriaudeau , Said Agrebi , Alice Othmani

Parkinson's disease (PD) is a neuro-degenerative disorder that affects movement, speech, and coordination. Timely diagnosis and treatment can improve the quality of life for PD patients. However, access to clinical diagnosis is limited in…

Computer Vision and Pattern Recognition · Computer Science 2024-02-19 Md. Zarif Ul Alam , Md Saiful Islam , Ehsan Hoque , M Saifur Rahman

Memory disorders are a central factor in the decline of functioning and daily activities in elderly individuals. The confirmation of the illness, initiation of medication to slow its progression, and the commencement of occupational therapy…

Sound · Computer Science 2024-02-08 Marko Niemelä , Mikaela von Bonsdorff , Sami Äyrämö , Tommi Kärkkäinen

The USA Food and Drug Administration has accorded increasing importance to patient-reported problems in clinical and research settings. In this paper, we explore one of the largest online datasets comprising 170,141 open-ended self-reported…

Computation and Language · Computer Science 2023-05-09 Lakshmi Arbatti , Abhishek Hosamath , Vikram Ramanarayanan , Ira Shoulson

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…

Computation and Language · Computer Science 2025-08-26 Monica Gonzalez-Machorro , Uwe Reichel , Pascal Hecker , Helly Hammer , Hesam Sagha , Florian Eyben , Robert Hoepner , Björn W. Schuller

Parkinson's disease (PD) is a progressive neurodegenerative condition characterized by the death of dopaminergic neurons, leading to various movement disorder symptoms. Early diagnosis of PD is crucial to prevent adverse effects, yet…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Nabil Daiyan , Md Rakibul Haque

Accurate diagnosis is crucial for preventing the progression of Parkinson's, as well as improving the quality of life with individuals with Parkinson's disease. In this paper, we develop a sex-specific and age-dependent classification…

Machine Learning · Computer Science 2020-01-01 Ujjwal Gupta , Hritik Bansal , Deepak Joshi

Parkinson's disease patients develop different speech impairments that affect their communication capabilities. The automatic assessment of the speech of the patients allows the development of computer aided tools to support the diagnosis…

Machine Learning · Computer Science 2020-02-12 J. C. Vásquez-Correa , T. Arias-Vergara , C. D. Rios-Urrego , M. Schuster , J. Rusz , J. R. Orozco-Arroyave , E. Nöth

Background:Speech patterns have emerged as potential diagnostic markers for conditions with varying etiologies. Machine learning (ML) presents an opportunity to harness these patterns for accurate disease diagnosis. Objective: This review…

Computation and Language · Computer Science 2025-03-10 Birger Moell , Fredrik Sand Aronsson , Per Östberg , Jonas Beskow

Parkinson's disease (PD) is commonly characterized by several motor symptoms, such as bradykinesia, akinesia, rigidity, and tremor. The analysis of patients' fine motor control, particularly handwriting, is a powerful tool to support PD…

Computer Vision and Pattern Recognition · Computer Science 2021-01-26 Moises Diaz , Momina Moetesum , Imran Siddiqi , Gennaro Vessio

Parkinson's disease (PD), the second most prevalent neurodegenerative disorder worldwide, frequently presents with early-stage speech impairments. Recent advancements in Artificial Intelligence (AI), particularly deep learning (DL), have…

Sound · Computer Science 2024-09-25 Lisanne van Gelderen , Cristian Tejedor-García

The incidence rate of voice diseases is increasing year by year. The use of software for remote diagnosis is a technical development trend and has important practical value. Among voice diseases, common diseases that cause hoarseness…

Sound · Computer Science 2023-04-19 Xiaoping Xie , Hao Cai , Can Li , Fei Ding

The use of photoplethysmogram signal (PPG) for heart and sleep monitoring is commonly found nowadays in smartphones and wrist wearables. Besides common usages, it has been proposed and reported that person information can be extracted from…

Audio and Speech Processing · Electrical Eng. & Systems 2019-11-13 Guillermo Cámbara , Jordi Luque , Mireia Farrús

In this modern era of overpopulation disease prediction is a crucial step in diagnosing various diseases at an early stage. With the advancement of various machine learning algorithms, the prediction has become quite easy. However, the…

Machine Learning · Computer Science 2022-03-23 Ishu Gupta , Vartika Sharma , Sizman Kaur , Ashutosh Kumar Singh

Parkinson's Disease (PD) is a degenerative neurological disorder that impairs motor and non-motor functions, significantly reducing quality of life and increasing mortality risk. Early and accurate detection of PD progression is vital for…

Machine Learning · Computer Science 2024-12-31 Abhinav Roy , Bhavesh Gyanchandani , Aditya Oza , Abhishek Sharma

Falls are detrimental to people with Parkinson's Disease (PD) because of the potentially severe consequences to the patients' quality of life. While many studies have attempted to predict falls/non-falls, this study aimed to determine…

Applications · Statistics 2019-10-07 Sarini Abdullah , James McGree , Nicole White , Kerrie Mengersen , Graham Kerr

In recent years, applications of data mining methods are become more popular in many fields of medical diagnosis and evaluations. The data mining methods are appropriate tools for discovering and extracting of available knowledge in medical…

Computational Engineering, Finance, and Science · Computer Science 2013-12-10 Peyman Mohammadi , Abdolreza Hatamlou , Mohammad Masdari
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