Machine learning in deep brain stimulation: A systematic review
Abstract Deep Brain Stimulation (DBS) is an increasingly common therapy for a large range
of neurological disorders, such as abnormal movement disorders. The effectiveness of DBS …
of neurological disorders, such as abnormal movement disorders. The effectiveness of DBS …
A novel deep learning model for STN localization from LFPs in Parkinson's disease
M Hosny, M Zhu, W Gao, Y Fu - Biomedical Signal Processing and Control, 2022 - Elsevier
Deep brain stimulation (DBS) is a common treatment for the neurological disorder,
Parkinson's disease (PD). DBS encompasses accurate implantation of stimulated electrodes …
Parkinson's disease (PD). DBS encompasses accurate implantation of stimulated electrodes …
Machine learning for the localization of Subthalamic Nucleus during deep brain stimulation surgery: a systematic review and Meta-analysis
MAM Inggas, T Coyne, T Taira, JA Karsten, U Patel… - Neurosurgical …, 2024 - Springer
Introduction Delineating subthalamic nucleus (STN) boundaries using microelectrode
recordings (MER) and trajectory history is a valuable resource for neurosurgeons, aiding in …
recordings (MER) and trajectory history is a valuable resource for neurosurgeons, aiding in …
Statistical segmentation model for accurate electrode positioning in Parkinson's deep brain stimulation based on clinical low-resolution image data and …
Background Deep Brain Stimulation (DBS), applying chronic electrical stimulation of
subcortical structures, is a clinical intervention applied in major neurologic disorders. In …
subcortical structures, is a clinical intervention applied in major neurologic disorders. In …
Effective multispike learning in a spiking neural network with a new temporal feedback backpropagation for breast cancer detection
M Heidarian, G Karimi, M Payandeh - Expert Systems with Applications, 2024 - Elsevier
This paper presents an effective learning multi-spike deep spiking neural network with
temporal feedback backpropagation for breast cancer detection using contrast-enhanced …
temporal feedback backpropagation for breast cancer detection using contrast-enhanced …
Detection of neurodegenerative diseases using hybrid MODWT and adaptive local binary pattern
Neurodegenerative diseases cause significant irregularities in walking patterns, impacting
gait dynamics and rhythms analyzed through gait time series. Human gait analysis is a …
gait dynamics and rhythms analyzed through gait time series. Human gait analysis is a …
STN localization using local field potentials based on wavelet packet features and stacking ensemble learning
M Hosny, M Zhu, W Gao, AM Elshenhab - Journal of Neuroscience …, 2024 - Elsevier
Background: DBS entails the insertion of an electrode into the patient brain, enabling
Subthalamic nucleus (STN) stimulation. Accurate delineation of STN borders is a critical but …
Subthalamic nucleus (STN) stimulation. Accurate delineation of STN borders is a critical but …
A novel deep recurrent convolutional neural network for subthalamic nucleus localization using local field potential signals
M Hosny, M Zhu, Y Su, W Gao, Y Fu - biocybernetics and biomedical …, 2021 - Elsevier
Deep brain stimulation (DBS) of the subthalamic nucleus (STN) is a well-established
interventional treatment for improving motor symptoms of patients suffering from Parkinson's …
interventional treatment for improving motor symptoms of patients suffering from Parkinson's …
Lightweight deep learning model for automated STN localization using MER in Parkinson's disease
Deep brain stimulation (DBS) of Subthalamic nucleus (STN), using a permanent electrode
has emerged as an effective treatment for Parkinson's disease patients. However, accurately …
has emerged as an effective treatment for Parkinson's disease patients. However, accurately …
Using Ensemble of Hand-Feature Engineering and Machine Learning Classifiers for Refining the Subthalamic Nucleus Location from Micro-Electrode Recordings in …
M Benouis, A Rosado-Muñoz - Applied Sciences, 2024 - mdpi.com
When pharmaceutical treatments for Parkinson's Disease (PD) are no longer effective, Deep
Brain Stimulation (DBS) surgery, a procedure that entails the stimulation of the Subthalamic …
Brain Stimulation (DBS) surgery, a procedure that entails the stimulation of the Subthalamic …