A local neural classifier for the recognition of EEG patterns associated to mental tasks

IEEE Transactions on Neural Networks

Volumn 13, Issue 3, 2002, Pages 678-686

  Millán, José Del R ^b   Mouriño, Josep ^a,b   Franzé, Marco ^b   Cincotti, Febo ^c   Varsta, Markus ^d   Heikkonen, Jukka ^d   Babiloni, Fabio ^d,e  

^a IEEE

^b JOINT RESEARCH CENTRE   (Italy)

^c IRCCS FONDAZIONE SANTA LUCIA   (Italy)

^d AALTO UNIVERSITY   (Finland)

^e SAPIENZA UNIVERSITY OF ROME   (Italy)

Author keywords

Brain computer interface; Local neural classifier; Spontaneous EEG activity

Indexed keywords

BRAIN MODELS; COMMUNICATION CHANNELS (INFORMATION THEORY); LEARNING SYSTEMS; PATTERN RECOGNITION;

BRAIN COMPUTER INTERFACE (BCI);

NEURAL NETWORKS;

EID: 0036565003     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2002.1000132     Document Type: Article

References (28)

1. Multichannel EEG-based brain-computer communication
2. Graz brain-computer interface II
3. Effects of variations in neural network topology and output averaging on the discrimination of mental tasks from spontaneous electroencephalogram
4. Adaptive brain interfaces for physically-disabled people
5. A spelling device for the paralyzed
6. EEG-based communication via dynamic neural-network models
7. Designing optimal spatial filters for single-trial EEG classification in a movement task
8. Increased cortical representation of the fingers of the left hand in string players
9. Individual differences in brain dynamics: Important implications for the calculation of event-related band power
10. Spatial filter selection for EEG-based communication
11. Event-related synchronization (ERS): An electrophysiological correlate of cortical areas at rest
12. Motor imagery activates primary sensorimotor area in humans
13. Activation of prefrontal and posterior superior temporal areas in visual calculation
14. Probability mapping: Power and coherence analysis of cognitive processes
15. An on-line transformation of EEG scalp potentials onto orthogonal source derivations
16. Spherical spline for potential and current density mapping
17. Corrigendum EEG 02 274
18. Linear classification of low-resolution EEG patterns produced by imagined hand movements
19. Evaluating the performance of three feature sets for brain-computer interfaces with an early stopping MLP committee
20. Signal-space projection method for separating MEG or EEG into components
21. Recognition of imagined hand movements with low resolution surface Laplacian and linear classifiers
22. Improving the generalization properties of radial basis function neural networks
23. An efficient learning algorithm for improving generalization performance of radial basis function neural networks
24. A recurrent serf-organizing map for temporal sequence processing