Abstract: The P300 speller is a canonical application of brain-computer interface technology, where the critical challenge lies in improving the classification performance of P300 signals - ...
Support vector machines improve classification by mapping inseparable signals into higher-dimensional spaces. Random forest models, through ensemble decision trees, increase robustness against ...