Discriminative Canonical Pattern Matching for Single-Trial Classification of ERP Components
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Biomedical Engineering"
DOI: 10.1109/tbme.2019.2958641
Abstract: Event-related potentials (ERPs) are one of the most popular control signals for brain–computer interfaces (BCIs). However, they are very weak and sensitive to the experimental settings including paradigms, stimulation parameters and even surrounding environments, resulting… read more here.
Keywords: pattern matching; single trial; trial classification; discriminative canonical ... See more keywords
Paired Trial Classification: A Novel Deep Learning Technique for MVPA
Sign Up to like & getrecommendations! Published in 2020 at "Frontiers in Neuroscience"
DOI: 10.3389/fnins.2020.00417
Abstract: Many recent developments in machine learning have come from the field of “deep learning,” or the use of advanced neural network architectures and techniques. While these methods have produced state-of-the-art results and dominated research focus… read more here.
Keywords: trial classification; classification; trial; class ... See more keywords