A hybrid deep transfer learning-based approach for Parkinson's disease classification in surface electromyography signals

Biomedical Signal Processing and Control ◽

10.1016/j.bspc.2021.103161 ◽

2022 ◽

Vol 71 ◽

pp. 103161

Author(s):

Khosro Rezaee ◽

Somayeh Savarkar ◽

Xiaofeng Yu ◽

Jingyu Zhang

Keyword(s):

Parkinson’S Disease ◽

Parkinson's Disease ◽

Transfer Learning ◽

Surface Electromyography ◽

Disease Classification ◽

Electromyography Signals

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Ensemble of Deep Transfer Learning Models for Parkinson's Disease Classification

Advances in Intelligent Systems and Computing - Soft Computing and Signal Processing ◽

10.1007/978-981-16-1249-7_14 ◽

2021 ◽

pp. 135-143

Author(s):

Kiranbabu Rajanbabu ◽

Iswarya Kannoth Veetil ◽

V. Sowmya ◽

E. A. Gopalakrishnan ◽

K. P. Soman

Keyword(s):

Parkinson’S Disease ◽

Parkinson's Disease ◽

Transfer Learning ◽

Disease Classification ◽

Learning Models

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Prediction of motor Unified Parkinson's Disease Rating Scale scores in patients with Parkinson‘s Disease using surface Electromyography

Clinical Neurophysiology ◽

10.1016/j.clinph.2021.01.031 ◽

2021 ◽

Author(s):

Urs Kleinholdermann ◽

Max Wullstein ◽

David Pedrosa

Keyword(s):

Parkinson’S Disease ◽

Parkinson's Disease ◽

Surface Electromyography ◽

Rating Scale ◽

Scale Scores ◽

Disease Rating

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Insight into an unsupervised two-step sparse transfer learning algorithm for speech diagnosis of Parkinson’s disease

Neural Computing and Applications ◽

10.1007/s00521-021-05741-0 ◽

2021 ◽

Author(s):

Yongming Li ◽

Xinyue Zhang ◽

Pin Wang ◽

Xiaoheng Zhang ◽

Yuchuan Liu

Keyword(s):

Parkinson’S Disease ◽

Parkinson's Disease ◽

Transfer Learning ◽

Learning Algorithm ◽

Insight Into

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Parkinson's Disease Classification and Clinical Score Regression via United Embedding and Sparse Learning From Longitudinal Data

IEEE Transactions on Neural Networks and Learning Systems ◽

10.1109/tnnls.2021.3052652 ◽

2021 ◽

pp. 1-15

Author(s):

Zhongwei Huang ◽

Haijun Lei ◽

Guoliang Chen ◽

Alejandro F. Frangi ◽

Yanwu Xu ◽

...

Keyword(s):

Parkinson’S Disease ◽

Parkinson's Disease ◽

Longitudinal Data ◽

Clinical Score ◽

Disease Classification ◽

Sparse Learning

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An efficient dimensionality reduction method using filter-based feature selection and variational autoencoders on Parkinson's disease classification

Biomedical Signal Processing and Control ◽

10.1016/j.bspc.2021.102452 ◽

2021 ◽

Vol 66 ◽

pp. 102452

Author(s):

Hakan Gunduz

Keyword(s):

Parkinson’S Disease ◽

Parkinson's Disease ◽

Feature Selection ◽

Dimensionality Reduction ◽

Reduction Method ◽

Disease Classification ◽

Dimensionality Reduction Method

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Detection of Parkinson's Disease Through Static and Dynamic Spiral Test Drawings: A Transfer Learning Approach

10.1109/icts52701.2021.9607870 ◽

2021 ◽

Author(s):

Matt Ervin Mital

Keyword(s):

Parkinson’S Disease ◽

Parkinson's Disease ◽

Transfer Learning ◽

Learning Approach

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Parkinson’s Disease Detection Using FMRI Images Leveraging Transfer Learning on Convolutional Neural Network

2020 International Conference on Machine Learning and Cybernetics (ICMLC) ◽

10.1109/icmlc51923.2020.9469530 ◽

2020 ◽

Author(s):

ASADUZZAMAN SAJEEB ◽

A.F.M. NAZMUS SAKIB ◽

SANJIDA ALI SHUSHMITA ◽

S. M. ASHRAF KABIR ◽

MD TANZIM REZA ◽

...

Keyword(s):

Neural Network ◽

Parkinson’S Disease ◽

Parkinson's Disease ◽

Convolutional Neural Network ◽

Transfer Learning ◽

Disease Detection

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Evaluation of Recurrent Neural Network Models for Parkinson's Disease Classification Using Drawing Data

10.1109/embc46164.2021.9630106 ◽

2021 ◽

Author(s):

Arjun Shenoy A V ◽

Michael A. Lones ◽

Stephen L. Smith ◽

Marta Vallejo

Keyword(s):

Neural Network ◽

Parkinson’S Disease ◽

Parkinson's Disease ◽

Recurrent Neural Network ◽

Network Models ◽

Disease Classification ◽

Neural Network Models

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Detection of Parkinson’s Disease from Hand-Drawn Images Using Deep Transfer Learning

Intelligent Learning for Computer Vision - Lecture Notes on Data Engineering and Communications Technologies ◽

10.1007/978-981-33-4582-9_6 ◽

2021 ◽

pp. 67-84

Author(s):

Akalpita Das ◽

Himanish Shekhar Das ◽

Arijeet Choudhury ◽

Anupal Neog ◽

Sourav Mazumdar

Keyword(s):

Parkinson’S Disease ◽

Parkinson's Disease ◽

Transfer Learning

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Diagnosis of Parkinson’s disease using deep CNN with transfer learning and data augmentation

Multimedia Tools and Applications ◽

10.1007/s11042-020-10114-1 ◽

2020 ◽

Author(s):

Sukhpal Kaur ◽

Himanshu Aggarwal ◽

Rinkle Rani

Keyword(s):

Parkinson’S Disease ◽

Parkinson's Disease ◽

Transfer Learning ◽

Data Augmentation ◽

Deep Cnn

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