The brain–computer interface cycle

M Van Gerven, J Farquhar, R Schaefer… - Journal of neural …, 2009 - iopscience.iop.org
Brain–computer interfaces (BCIs) have attracted much attention recently, triggered by new
scientific progress in understanding brain function and by impressive applications. The aim …

Application of machine learning to epileptic seizure onset detection and treatment

AH Shoeb - 2009 - dspace.mit.edu
Epilepsy is a chronic disorder of the central nervous system that predisposes individuals to
experiencing recurrent seizures. It affects 3 million Americans and 50 million people world …

Classification of patterns of EEG synchronization for seizure prediction

P Mirowski, D Madhavan, Y LeCun… - Clinical neurophysiology, 2009 - Elsevier
OBJECTIVE: Research in seizure prediction from intracranial EEG has highlighted the
usefulness of bivariate measures of brainwave synchronization. Spatio-temporal bivariate …

Synchronization phenomena in human epileptic brain networks

K Lehnertz, S Bialonski, MT Horstmann, D Krug… - Journal of neuroscience …, 2009 - Elsevier
Epilepsy is a malfunction of the brain that affects over 50 million people worldwide. Epileptic
seizures are usually characterized by an abnormal synchronized firing of neurons involved …

From EEG signals to brain connectivity: a model-based evaluation of interdependence measures

F Wendling, K Ansari-Asl, F Bartolomei… - Journal of neuroscience …, 2009 - Elsevier
In the past, considerable effort has been devoted to the development of signal processing
techniques aimed at characterizing brain connectivity from signals recorded from spatially …

EEG seizure prediction: measures and challenges

A Aarabi, R Fazel-Rezai… - … Conference of the IEEE …, 2009 - ieeexplore.ieee.org
Different types of analyses of scalp and intracranial electroencephalography (EEG)
recordings using linear and nonlinear time series analysis method have been done. They …

Indications for network regularization during absence seizures: weighted and unweighted graph theoretical analyses

SC Ponten, L Douw, F Bartolomei, JC Reijneveld… - Experimental …, 2009 - Elsevier
Previous studies with intracranial recordings suggested that a more random spatial structure
of functional brain networks could be related to seizure generation. Here, we studied …

Network inference with confidence from multivariate time series

MA Kramer, UT Eden, SS Cash, ED Kolaczyk - Physical Review E, 2009 - APS
Networks—collections of interacting elements or nodes—abound in the natural and
manmade worlds. For many networks, complex spatiotemporal dynamics stem from patterns …

Onset of polyspike complexes in a mean-field model of human electroencephalography and its application to absence epilepsy

F Marten, S Rodrigues, O Benjamin… - … of the Royal …, 2009 - royalsocietypublishing.org
In this paper, we introduce a modification of a mean-field model used to describe the brain's
electrical activity as recorded via electroencephalography (EEG). The focus of the present …

Treating epilepsy via adaptive neurostimulation: a reinforcement learning approach

J Pineau, A Guez, R Vincent, G Panuccio… - International journal of …, 2009 - World Scientific
This paper presents a new methodology for automatically learning an optimal
neurostimulation strategy for the treatment of epilepsy. The technical challenge is to …