A review of critical challenges in MI-BCI: From conventional to deep learning methods

Z Khademi, F Ebrahimi, HM Kordy - Journal of Neuroscience Methods, 2023 - Elsevier
Brain-computer interfaces (BCIs) have achieved significant success in controlling external
devices through the Electroencephalogram (EEG) signal processing. BCI-based Motor …

Optimality principles in sensorimotor control

E Todorov - Nature neuroscience, 2004 - nature.com
The sensorimotor system is a product of evolution, development, learning and adaptation—
which work on different time scales to improve behavioral performance. Consequently, many …

New neural activity patterns emerge with long-term learning

ER Oby, MD Golub, JA Hennig… - Proceedings of the …, 2019 - National Acad Sciences
Learning has been associated with changes in the brain at every level of organization.
However, it remains difficult to establish a causal link between specific changes in the brain …

Neural constraints on learning

PT Sadtler, KM Quick, MD Golub, SM Chase, SI Ryu… - Nature, 2014 - nature.com
Learning, whether motor, sensory or cognitive, requires networks of neurons to generate
new activity patterns. As some behaviours are easier to learn than others,, we asked if some …

Cortical preparatory activity indexes learned motor memories

X Sun, DJ O'Shea, MD Golub, EM Trautmann, S Vyas… - Nature, 2022 - nature.com
The brain's remarkable ability to learn and execute various motor behaviours harnesses the
capacity of neural populations to generate a variety of activity patterns. Here we explore …

Learning by neural reassociation

MD Golub, PT Sadtler, ER Oby, KM Quick, SI Ryu… - Nature …, 2018 - nature.com
Behavior is driven by coordinated activity across a population of neurons. Learning requires
the brain to change the neural population activity produced to achieve a given behavioral …

Learning to control a brain–machine interface for reaching and grasping by primates

JM Carmena, MA Lebedev, RE Crist, JE O'Doherty… - PLoS …, 2003 - journals.plos.org
Reaching and grasping in primates depend on the coordination of neural activity in large
frontoparietal ensembles. Here we demonstrate that primates can learn to reach and grasp …

Virtual environments for motor rehabilitation

MK Holden - Cyberpsychology & behavior, 2005 - liebertpub.com
In this paper, the current" state of the art" for virtual reality (VR) applications in the field of
motor rehabilitation is reviewed. The paper begins with a brief overview of available …

Interacting adaptive processes with different timescales underlie short-term motor learning

MA Smith, A Ghazizadeh, R Shadmehr - PLoS biology, 2006 - journals.plos.org
Multiple processes may contribute to motor skill acquisition, but it is thought that many of
these processes require sleep or the passage of long periods of time ranging from several …

Central mechanisms of motor skill learning

O Hikosaka, K Nakamura, K Sakai… - Current opinion in …, 2002 - Elsevier
Recent studies have shown that frontoparietal cortices and interconnecting regions in the
basal ganglia and the cerebellum are related to motor skill learning. We propose that motor …