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There is great interest in developing radiological classifiers for diagnosis, staging, and predictive modeling in progressive diseases such as Parkinson's disease (PD), a neurodegenerative disease that is difficult to detect in its early…

As the second most common neurodegenerative disease, Parkinson's disease has caused serious problems worldwide. However, the cause and mechanism of PD are not clear, and no systematic early diagnosis and treatment of PD have been…

信号处理 · 电气工程与系统科学 2022-01-12 Shujie Wang , Gongshu Wang , Guangying Pei

Since anatomic MRI is presently not able to directly discern neuronal loss in Parkinson's Disease (PD), studying the associated functional connectivity (FC) changes seems a promising approach toward developing non-invasive and…

神经元与认知 · 定量生物学 2018-02-07 Liviu Badea , Mihaela Onu , Tao Wu , Adina Roceanu , Ovidiu Bajenaru

Fundamental knowledge in activity recognition of individuals with motor disorders such as Parkinson's disease (PD) has been primarily limited to detection of steady-state/static tasks (sitting, standing, walking). To date, identification of…

信号处理 · 电气工程与系统科学 2021-10-13 Mahdieh Kazemimoghadam , Nicholas P. Fey

One of the most prevalent complaints of individuals with mid-stage and advanced Parkinson's disease (PD) is the fluctuating response to their medication (i.e., ON state with maximum benefit from medication and OFF state with no benefit from…

计算机视觉与模式识别 · 计算机科学 2018-09-20 Murtadha D. Hssayeni , Michelle A. Burack , M. D. , Joohi Jimenez-Shahed , M. D. , Behnaz Ghoraani , Ph. D

Parkinson's disease (PD) shows heterogeneous, evolving brain-morphometry patterns. Modeling these longitudinal trajectories enables mechanistic insight, treatment development, and individualized 'digital-twin' forecasting. However, existing…

Background: Parkinson's disease remains a major neurodegenerative disorder with high misdiagnosis rates, primarily due to reliance on clinical rating scales. Recent studies have demonstrated a strong association between gut microbiota and…

人工智能 · 计算机科学 2025-09-10 Bo Yu , Zhixiu Hua , Bo Zhao

Hand preference and degree of handedness (DoH) are two different aspects of human behavior which are often confused to be one. DoH is a person's inherent capability of the brain; affected by nature and nurture. In this study, we used…

人工智能 · 计算机科学 2024-12-03 Smriti Bala , Venugopalan Y. Vishnu , Deepak Joshi

Eye-tracking is an accessible and non-invasive technology that provides information about a subject's motor and cognitive abilities. As such, it has proven to be a valuable resource in the study of neurodegenerative diseases such as…

机器学习 · 计算机科学 2023-11-29 Gonzalo Uribarri , Simon Ekman von Huth , Josefine Waldthaler , Per Svenningsson , Erik Fransén

Multiscale modelling presents a multifaceted perspective into understanding the mechanisms of the brain and how neurodegenerative disorders like Parkinson's disease (PD) manifest and evolve over time. In this study, we propose a novel…

神经元与认知 · 定量生物学 2025-09-18 Aaron Herrera , Hina Shaheen

With the arrival of the big data era, more and more data are becoming readily available in various real-world applications and those data are usually highly heterogeneous. Taking computational medicine as an example, we have both Electronic…

机器学习 · 计算机科学 2019-05-08 Xi Sheryl Zhang , Jingyuan Chou , Fei Wang

While convolutional neural networks (CNNs) have been successfully applied to many challenging classification applications, they typically require large datasets for training. When the availability of labeled data is limited, data…

计算机视觉与模式识别 · 计算机科学 2017-11-10 Terry Taewoong Um , Franz Michael Josef Pfister , Daniel Pichler , Satoshi Endo , Muriel Lang , Sandra Hirche , Urban Fietzek , Dana Kulić

Dysphonia is one of the early symptoms of Parkinson's disease (PD). Most existing methods use feature selection methods to find the optimal subset of voice features for all PD patients. Few have considered the heterogeneity between…

机器学习 · 计算机科学 2022-08-15 Zaifa Xue , Huibin Lu , Tao Zhang , Max A. Little

Hypomimia is a condition in the early stages of the progression of Parkinsons disease that limits the movement of facial muscles, restricting the accurate depiction of facial expressions. Also known as facial masking, this condition is an…

医学物理 · 物理学 2021-11-25 Simoni Mishra

Parkinson's disease (PD) is a neurodegenerative disorder characterized by motor dysfunction and abnormal neural oscillations. These symptoms can be modulated through electrical stimulation. Traditional neural activity analysis in PD has…

神经元与认知 · 定量生物学 2025-02-19 Jibum Kim , Hanseul Choi , Gaeun Kim , Sunggu Yang , Eunha Baeg , Donggue Kim , Seongwon Jin , Sangwon Byun

Parkinsons disease is the second most prevalent neurodegenerative disorder with over ten million active cases worldwide and one million new diagnoses per year. Detecting and subsequently diagnosing the disease is challenging because of…

计算与语言 · 计算机科学 2024-04-09 Jonathan Crawford

Objective: To apply deep learning pose estimation algorithms for vision-based assessment of parkinsonism and levodopa-induced dyskinesia (LID). Methods: Nine participants with Parkinson's disease (PD) and LID completed a levodopa infusion…

计算机视觉与模式识别 · 计算机科学 2018-11-12 Michael H. Li , Tiago A. Mestre , Susan H. Fox , Babak Taati

Parkinsons disease (PD) diagnosis is challenging due to subtle early clinical signs. F-DOPA PET is commonly used for early PD diagnosis. We explore the potential of machine-learning (ML) based EEG features extracted from single-channel EEG…

神经元与认知 · 定量生物学 2023-08-08 Lior Molcho , Neta B. Maimon , Neomi Hezi , Talya Zeimer , Nathan Intrator , Tanya Gurevich

Online handwritten character recognition leverages stroke order and dynamic features, which generally provide higher accuracy and robustness compared with offline recognition. However, in practical applications, rotational deformations can…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Zhe Ling , Sicheng Yu , Danyu Yang

Parkinsons disease (PD) is considered one of the most frequent neurological diseases in the world. There is a need to study the early and efficient biomarkers of Parkinsons, such as changes in structural disorders like DNA and chromatin,…

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