Improvement of P300-Based Brain–Computer Interfaces for Home Appliances Control by Data Balancing Techniques

The oddball paradigm used in P300-based brain–computer interfaces (BCIs) intrinsically poses the issue of data imbalance between target stimuli and nontarget stimuli. Data imbalance can cause overfitting problems and, consequently, poor classification performance. The purpose of this study is to imp...

Full description

Bibliographic Details
Main Authors: Taejun Lee, Minju Kim, Sung-Phil Kim
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/20/19/5576