machine learning

Interacting with the environment using a brain-computer interface involves mapping a decoded user command to a desired real-world action, which is typically achieved using screen-based user interfaces. This indirection can increase cognitive workload …

Data-driven spatial filtering algorithms optimize scores, such as the contrast between two conditions to extract oscillatory brain signal components. Most machine learning approaches for the filter estimation, however, disregard within-trial temporal …