EEG Signal Classification using Neural Network and Support Vector Machine in Brain Computer Interface A novel deep LSTM network for artifacts detection in microelectrode recordings. Detection of subthalamic nucleus using novel higher-order spectra features in microelectrode recordings signals. Deep convolutional neural network for the automated detection of Subthalamic nucleus using MER signals. A novel deep recurrent convolutional neural network for subthalamic nucleus localization using local field potential signals. Facial landmark-guided surface matching for image-to-patient registration with an RGB-D camera. A novel deep learning model for STN localization from LFPs in Parkinson's disease