0% Complete
صفحه اصلی
/
سی و دومین کنفرانس بین المللی مهندسی برق
Forged Channel: A Breakthrough Approach for Accurate Parkinson's Disease Classification using Leave-One-Subject-Out Cross-Validation
نویسندگان :
SeyedAmirReza Hamidi
1
Kamal Mohamed-Pour
2
Mohammad Yousefi
3
1- دانشگاه صنعتی خواجه نصیرالدین طوسی
2- دانشگاه صنعتی خواجه نصیرالدین طوسی
3- دانشگاه صنعتی خواجه نصیرالدین طوسی
کلمات کلیدی :
Parkinson's Disease (PD)،Deep Learning،Convolutional Neural network،SPWVD Transformation،Electroencephalogram (EEG)،Classification
چکیده :
This paper introduces a novel technique called "Forged Channel," which aims to comprehensively represent EEG signals in order to achieve accurate classification of Parkinson's disease. The forged channel method prepares EEG signals in a manner that allows a deep learning model to effectively perceive all EEG channels within a single input. By employing this approach alongside a convolutional neural network, an impressive accuracy of 90.32% was achieved using leave-one-subject-out cross-validation. This performance closely reflects real-world conditions, highlighting the superiority of our method compared to similar approaches.
لیست مقالات
لیست مقالات بایگانی شده
Selenium Doped Hafnium Disulfide Alloy for Visible Photodetection
Mohammadreza Razeghizadeh - Mohsen Mazaherifar - Mahdi Pourfath
Kernel-Based Embedded Feature Selection for Motor Imagery Based BCI
Mehdi Kamandar
Fast Adapted Delay and Sum Reconstruction Algorithm in Circular Photoacoustic Tomography
Soheil Hakakzadeh - Seyed masood Mostafavi - Zahra Kavehvash
امکانسنجی اقتصادی استقرار شبکههای مخابرات صنعتی در شرکت توزیع نیروی برق شهرستان مشهد (با تاکید بر نقش هوشمندسازی شبکه و بکارگیری انرژیهای سبز)
مهدی فیل سرائی - مهدی اسماعیلی پور - علیرضا باوندپور
Modeling, estimation, and model predictive control for Covid-19 pandemic with finite security duration vaccine
Abolfazl Delavar - Reza Rahimi Baghbadorani
Transmission and Energy Storage Co-Planning Expansion Considering Short-Term Uncertainties under Renewable Penetration
Mojtaba Moradi-Sepahvand - Turaj Amraee
Joint User Association and UAV Location Optimization for Two-Tired Visible Light Communication Networks
Alireza Qazavi - Foroogh Sadat Tabataba - Mehdi Naderi Soorki
Bag of Freebies Techniques to Improve Face Detection Accuracy for Small Faces
Nahid Seyed Ebrahimian - Azadeh Ashouri - Reza Akhoundzade - Mohammad Reza Mohammadi
Design and Modelling of a Modified Controller for D-STATCOM Considering Parametric Uncertainties and Unmodeled Dynamics
Majid Arabahmadi - Hossein Khaligh - Amirhossein Moghani - Ali Mosallanejad
A boosting based approach to handle imbalanced data
Sahar Hassanzadeh Mostafaei - Jafar Tanha - Negin Samadi - Soodabeh Imanzadeh - Nazila Razzaghi-Asl
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0