Single-trial extraction of event-related potentials (ERPs) and classification of visual stimuli by ensemble use of discrete wavelet transform with Huffman coding and machine learning techniques

Single-trial extraction of event-related potentials (ERPs) and classification of visual stimuli by ensemble use of discrete wavelet transform with Huffman coding and machine learning techniques

Abstract Background Presentation of visual stimuli can induce changes in EEG signals that are typically detectable by averaging together data from multiple trials for individual participant analysis as well as for groups or conditions analysis of multiple participants. This study proposes a new meth...

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Bibliographic Details
Main Authors: Hafeez Ullah Amin, Rafi Ullah, Mohammed Faruque Reza, Aamir Saeed Malik
Format: Article
Language:English
Published: BMC 2023-06-01
Series:Journal of NeuroEngineering and Rehabilitation
Subjects:
Single trials analysis (ERPs)
Visual object detection
Discrete wavelet transform
Huffman coding
Machine learning classifiers
Online Access:https://doi.org/10.1186/s12984-023-01179-8

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