-
H.
Ramoser,
J.
Müller-Gerking,
G.
Pfurtscheller
(2000)
Optimal spatial filtering of single trial EEG during imagined hand movement.
IEEE transactions on rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society, 8 4
-
T.
Anderson
(1985)
An Introduction to Multivariate Statistical Analysis, 2nd Edition.
Biometrics, 41
-
W.
Madow,
T.
Anderson
(1959)
An Introduction to Multivariate Statistical Analysis
-
I.
Horev,
F.
Yger,
Masashi
Sugiyama
(2016)
Geometry-aware stationary subspace analysis
ArXiv, abs/1605.07785
-
Arnulf
Graf,
O.
Bousquet,
G.
Rätsch,
B.
Scholkopf
(2009)
Prototype Classification: Insights from Machine Learning
Neural Computation, 21
-
M.
Treder,
Anne
Porbadnigk,
F.
Avarvand,
K.
Müller,
B.
Blankertz
(2016)
The LDA beamformer: Optimal estimation of ERP source time series using linear discriminant analysis
NeuroImage, 129
-
X.
Huo
(2004)
A statistical analysis of Fukunaga-Koontz transform
IEEE Signal Processing Letters, 11
-
V.
Jayaram,
Morteza
Alamgir,
Y.
Altun,
B.
Scholkopf,
M.
Grosse-Wentrup
(2015)
Transfer Learning in Brain-Computer Interfaces
IEEE Computational Intelligence Magazine, 11
-
Maher
Moakher
(2005)
A Differential Geometric Approach to the Geometric Mean of Symmetric Positive-Definite Matrices
SIAM J. Matrix Anal. Appl., 26
-
W.
Samek,
M.
Kawanabe
(2014)
Robust common spatial patterns by minimum divergence covariance estimator
2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
-
G.
Pfurtscheller,
B.
Allison,
C.
Brunner,
G.
Bauernfeind,
T.
Solis-Escalante,
Reinhold
Scherer,
T.
Zander,
G.
Mueller-Putz,
C.
Neuper,
N.
Birbaumer
(2010)
The Hybrid BCI
Frontiers in Neuroscience, 4
-
Pieter-Jan
Kindermans,
B.
Schrauwen
(2013)
Dynamic stopping in a calibration-less P300 speller
-
(2013)
Improving Dynamic Data Collection in P300 Spellers With a Language Model
-
J.
Powers,
Kateryna
Bieliaieva,
Shuohao
Wu,
C.
Nam
(2015)
The Human Factors and Ergonomics of P300-Based Brain-Computer Interfaces
Brain Sciences, 5
-
Raphaëlle
Roy,
S.
Charbonnier,
S.
Bonnet
(2014)
Detection of mental fatigue using an active BCI inspired signal processing chain
IFAC Proceedings Volumes, 47
-
Takashi
Uehara,
Toshihisa
Tanaka,
S.
Fiori
(2016)
Robust Averaging of Covariance Matrices by Riemannian Geometry for Motor-Imagery Brain–Computer Interfacing
-
Emmanuel
Kalunga,
S.
Chevallier,
Quentin
Barthélemy
(2015)
Data augmentation in Riemannian space for Brain-Computer Interfaces
-
P.
Brémaud
(2014)
Fourier Analysis of Time Series
-
F.
Nijboer,
Bram
Laar,
Steven
Gerritsen,
A.
Nijholt,
M.
Poel
(2015)
Usability of Three Electroencephalogram Headsets for Brain-Computer Interfaces: A Within Subject Comparison
Interact. Comput., 27
-
It should learn fast the individual characteristics and then maintains optimality, adapting fast to the mental state of the user and to environmental changes
-
Xavier
Navarro-Sune,
Anna
Hudson,
F.
Fallani,
J.
Martinerie,
A.
Witon,
Pierre
Pouget,
Mathieu
Raux,
T.
Similowski,
M.
Chavez
(2016)
Riemannian Geometry Applied to Detection of Respiratory States From EEG Signals: The Basis for a Brain–Ventilator Interface
IEEE Transactions on Biomedical Engineering, 64
-
A.
Barachant,
Anton
Andreev,
M.
Congedo
(2013)
The Riemannian Potato: an automatic and adaptive artifact detection method for online experiments using Riemannian geometry
-
Jing
Jin,
E.
Sellers,
Yu
Zhang,
I.
Daly,
A.
Cichocki
(2013)
Whether generic model works for rapid ERP-based BCI calibration
Journal of Neuroscience Methods, 212
-
M.
Curado,
E.
Cossio,
D.
Broetz,
M.
Agostini,
W.
Cho,
F.
Brasil,
O.
Yilmaz,
G.
Liberati,
G.
Lepski,
N.
Birbaumer,
A.
Ramos-Murguialday
(2015)
Residual Upper Arm Motor Function Primes Innervation of Paretic Forearm Muscles in Chronic Stroke after Brain-Machine Interface (BMI) Training
PLoS ONE, 10
-
Xiaofeng
Xie,
Z.
Yu,
Haiping
Lu,
Z.
Gu,
Yuanqing
Li
(2017)
Motor Imagery Classification Based on Bilinear Sub-Manifold Learning of Symmetric Positive-Definite Matrices
IEEE Transactions on Neural Systems and Rehabilitation Engineering, 25
-
Toshihisa
Tanaka,
Takashi
Uehara,
Yuichi
Tanaka
(2016)
Dimensionality reduction of sample covariance matrices by graph fourier transform for motor imagery brain-machine interface
2016 IEEE Statistical Signal Processing Workshop (SSP)
-
Guangyu
Bin,
Xiaorong
Gao,
Yijun
Wang,
Yun
Li,
Bo
Hong,
Shangkai
Gao
(2011)
A high-speed BCI based on code modulation VEP
Journal of Neural Engineering, 8
-
L.
Mayaud,
S.
Cabanilles,
Aurélien
Langhenhove,
M.
Congedo,
A.
Barachant,
S.
Pouplin,
S.
Filipe,
Lucie
Petegnief,
Olivier
Rochecouste,
E.
Azabou,
C.
Hugeron,
M.
Lejaille,
D.
Orlikowski,
D.
Annane
(2016)
Brain-computer interface for the communication of acute patients: a feasibility study and a randomized controlled trial comparing performance with healthy participants and a traditional assistive device
, 3
-
Yueqing
Li,
S.
Bahn,
C.
Nam,
Jungnyun
Lee
(2014)
Effects of Luminosity Contrast and Stimulus Duration on User Performance and Preference in a P300-Based Brain–Computer Interface
International Journal of Human–Computer Interaction, 30
-
M.
Congedo
(2013)
EEG Source Analysis
-
M.
Harandi,
M.
Salzmann,
R.
Hartley
(2016)
Dimensionality Reduction on SPD Manifolds: The Emergence of Geometry-Aware Methods
IEEE Transactions on Pattern Analysis and Machine Intelligence, 40
-
A.
Riccio,
D.
Mattia,
Luca
Simione,
Luca
Simione,
Luca
Simione,
M.
Olivetti,
M.
Olivetti,
F.
Cincotti
(2012)
Eye-gaze independent EEG-based brain–computer interfaces for communication
Journal of Neural Engineering, 9
-
A.
Barachant,
S.
Bonnet,
M.
Congedo,
C.
Jutten
(2012)
Multiclass Brain–Computer Interface Classification by Riemannian Geometry
IEEE Transactions on Biomedical Engineering, 59
-
F.
Yger
(2013)
A review of kernels on covariance matrices for BCI applications
2013 IEEE International Workshop on Machine Learning for Signal Processing (MLSP)
-
B.
Allison,
J.
Pineda
(2003)
ERPs evoked by different matrix sizes: implications for a brain computer interface (BCI) system
IEEE Transactions on Neural Systems and Rehabilitation Engineering, 11
-
A.
Llera,
V.
Gómez,
H.
Kappen
(2014)
Adaptive Multiclass Classification for Brain Computer Interfaces
Neural Computation, 26
-
G.
Pfurtscheller,
F.
Silva
(1999)
Event-related EEG/MEG synchronization and desynchronization: basic principles
Clinical Neurophysiology, 110
-
L.
Mayaud,
M.
Congedo,
A.
Laghenhove,
A.
Laghenhove,
D.
Orlikowski,
D.
Orlikowski,
M.
Figère,
E.
Azabou,
F.
Chéliout-Héraut
(2013)
A comparison of recording modalities of P300 event-related potentials (ERP) for brain-computer interface (BCI) paradigm
Neurophysiologie Clinique/Clinical Neurophysiology, 43
-
(2015)
injury
-
X.
Pennec,
P.
Fillard,
N.
Ayache
(2005)
A Riemannian Framework for Tensor Computing
International Journal of Computer Vision, 66
-
M.
Congedo,
Louis
Korczowski,
A.
Delorme,
F.
Silva
(2016)
Spatio-temporal common pattern: A companion method for ERP analysis in the time domain
Journal of Neuroscience Methods, 267
-
F.
Yger,
F.
Lotte,
Masashi
Sugiyama
(2015)
Averaging covariance matrices for EEG signal classification based on the CSP: An empirical study
2015 23rd European Signal Processing Conference (EUSIPCO)
-
Rank Of Subjects and Riemannian Geometry for Brain Signal Decoding Across Subjects
-
David
Salisbury,
Simon
Driver,
Thomas
Parsons
(2015)
Brain–computer interface targeting non-motor functions after spinal cord injury: a case report
Spinal Cord, 53
-
C.
Lindig-León,
N.
Gayraud,
L.
Bougrain,
Maureen
Clerc
(2016)
Comparison of Hierarchical and Non-Hierarchical Classification for Motor Imagery Based BCI Systems
-
A.
Kübler,
B.
Kotchoubey,
Jochen
Kaiser,
J.
Wolpaw,
N.
Birbaumer
(2001)
Brain-computer communication: unlocking the locked in.
Psychological bulletin, 127 3
-
Khadijeh
Sadatnejad,
S.
Ghidary
(2016)
Kernel learning over the manifold of symmetric positive definite matrices for dimensionality reduction in a BCI application
Neurocomputing, 179
-
A.
Buccino,
H.
Keles,
Ahmet
Omurtag
(2016)
Hybrid EEG-fNIRS Asynchronous Brain-Computer Interface for Multiple Motor Tasks
PLoS ONE, 11
-
Pieter-Jan
Kindermans,
D.
Verstraeten,
B.
Schrauwen
(2012)
A Bayesian Model for Exploiting Application Constraints to Enable Unsupervised Training of a P300-based BCI
PLoS ONE, 7
-
Cuntai
Guan,
M.
Thulasidas,
Jiankang
Wu
(2004)
High performance P300 speller for brain-computer interface
IEEE International Workshop on Biomedical Circuits and Systems, 2004.
-
(2013)
Transfer Learning for Accelerated P300 Speller Classifier Training
-
Jun-Hak
Lee,
Jeong-Hwan
Lim,
Changhee
Han,
Yong-Wook
Kim,
C.
Im
(2014)
Global EEG synchronization as an indicator of emotional arousal and its application for tracking emotional changes during video watching
-
Andreas
Karlsson
(2007)
Matrix Analysis for Statistics
Technometrics, 49
-
Jijun
Tong,
Dan-hua
Zhu
(2015)
Multi-phase cycle coding for SSVEP based brain-computer interfaces
BioMedical Engineering OnLine, 14
-
(1925)
Lezioni di Calcolo Differenziale Assoluto [Lessons of Absolute Differential Calculus], Roma, Italy: Alberto Stock
-
(2019)
Positive Definite Matrices
Operator-Adapted Wavelets, Fast Solvers, and Numerical Homogenization
-
Yueqing
Li
(2014)
Evaluation of Collaborative Brain-Computer Interface (C-BCI) for People with Motor Disabilities.
-
Yueqing
Li,
C.
Nam,
B.
Shadden,
Steven
Johnson
(2010)
A P300-Based Brain–Computer Interface: Effects of Interface Type and Screen Size
International Journal of Human–Computer Interaction, 27
-
c) It should perform generally well as initialized with generic parameter , even for a naive user , that is
-
a) It should be accurate in general, as compared to established state-of-the-art approaches
-
L.
Mayaud,
S.
Filipe,
Lucie
Petegnief,
Olivier
Rochecouste,
M.
Congedo
(2013)
Robust Brain-computer Interface for virtual Keyboard (RoBIK): Project results
Irbm, 34
-
F.
Lotte,
M.
Congedo,
A.
Lécuyer,
F.
Lamarche,
B.
Arnaldi
(2007)
A Review of Classification Algorithms for Eeg-based Brain-computer Interfaces
-
A.
Barachant,
J.
Carmel,
K.
Friel,
D.
Gupta
(2016)
Extraction of motor patterns from joint EEG/EMG recording: A Riemannian Geometry approach
-
W.
Samek,
M.
Kawanabe,
K.-R.
Muller
(2014)
Divergence-Based Framework for Common Spatial Patterns Algorithms
IEEE Reviews in Biomedical Engineering, 7
-
(2013)
Self-Calibration in an Asynchronous P300-Based BCI
-
J.
Mak,
Y.
Arbel,
J.
Minett,
L.
McCane,
B.
Yuksel,
D.
Ryan,
D.
Thompson,
L.
Bianchi,
Deniz
Erdoğmuş
(2011)
Optimizing the P300-based brain–computer interface: current status, limitations and future directions
Journal of Neural Engineering, 8
-
N.
Jrad,
M.
Congedo,
R.
Phlypo,
S.
Rousseau,
Rémi
Flamary,
F.
Yger,
A.
Rakotomamonjy
(2011)
sw-SVM: sensor weighting support vector machines for EEG-based brain–computer interfaces
Journal of Neural Engineering, 8
-
F.
Yger,
Masashi
Sugiyama
(2015)
Supervised LogEuclidean Metric Learning for Symmetric Positive Definite Matrices
ArXiv, abs/1502.03505
-
Egor
Krivov,
M.
Belyaev
(2016)
Dimensionality reduction with isomap algorithm for EEG covariance matrices
2016 4th International Winter Conference on Brain-Computer Interface (BCI)
-
K.
Kasahara,
C.
DaSalla,
M.
Honda,
T.
Hanakawa
(2015)
Neuroanatomical correlates of brain–computer interface performance
NeuroImage, 110
-
T.
Solis-Escalante,
G.
Müller-Putz,
G.
Pfurtscheller
(2008)
Overt foot movement detection in one single Laplacian EEG derivation
Journal of Neuroscience Methods, 175
-
F.
Lotte,
Cuntai
Guan
(2011)
Regularizing Common Spatial Patterns to Improve BCI Designs: Unified Theory and New Algorithms
IEEE Transactions on Biomedical Engineering, 58
-
(2013)
Using Generic Models to Improve Tactile ERO-BCI performance of Low Aptitude Users
-
Chuan
Jia,
Xiaorong
Gao,
Bo
Hong,
Shangkai
Gao
(2011)
Frequency and Phase Mixed Coding in SSVEP-Based Brain--Computer Interface
IEEE Transactions on Biomedical Engineering, 58
-
M.
Congedo,
A.
Barachant,
Ehsan
Koopaei
(2016)
Fixed Point Algorithms for Estimating Power Means of Positive Definite Matrices
IEEE Transactions on Signal Processing, 65
-
J.
Wolpaw,
E.
Wolpaw
(2012)
Brain–Computer InterfacesPrinciples and Practice
-
(2013)
Cooperating Brains: Joint Control of a Dual-BCI
-
A.
Barachant,
S.
Bonnet,
M.
Congedo,
C.
Jutten
(2010)
Common Spatial Pattern revisited by Riemannian geometry
2010 IEEE International Workshop on Multimedia Signal Processing
-
Alexandre
Barachant,
M.
Congedo,
Gijs
Veen,
C.
Jutten
(2013)
Classification de potentiels évoqués P300 par géométrie riemannienne pour les interfaces cerveau-machine EEG
-
G.
Townsend,
B.
LaPallo,
C.
Boulay,
D.
Krusienski,
G.
Frye,
C.
Hauser,
N.
Schwartz,
T.
Vaughan,
J.
Wolpaw,
E.
Sellers,
E.
Sellers
(2010)
A novel P300-based brain–computer interface stimulus presentation paradigm: Moving beyond rows and columns
Clinical Neurophysiology, 121
-
G.
Pfurtscheller,
D.
Flotzinger,
J.
Kalcher
(1993)
Brain-computer interface: a new communication device for handicapped persons
Journal of Microcomputer Applications, 16
-
R.
Ritzmann,
Cynthia
Harley,
K.
Daltorio,
Brian
Tietz,
A.
Pollack,
J.
Bender,
Peiyuan
Guo,
Audra
Horomanski,
Nicholas
Kathman,
Claudia
Nieuwoudt,
Amy
Brown,
R.
Quinn
(2012)
Deciding Which Way to Go: How Do Insects Alter Movements to Negotiate Barriers?
Frontiers in Neuroscience, 6
-
Jun
Lu,
Kan
Xie,
D.
McFarland
(2014)
Adaptive Spatio-Temporal Filtering for Movement Related Potentials in EEG-Based Brain–Computer Interfaces
IEEE Transactions on Neural Systems and Rehabilitation Engineering, 22
-
M.
Harandi,
M.
Salzmann,
R.
Hartley
(2014)
From Manifold to Manifold: Geometry-Aware Dimensionality Reduction for SPD Matrices
ArXiv, abs/1407.1120
-
A.
Llera,
V.
Gómez,
H.
Kappen
(2012)
Adaptive Classification on Brain-Computer Interfaces Using Reinforcement Signals
Neural Computation, 24
-
Noboru
Nakamura
(2009)
Geometric Means of Positive Operators
Kyungpook Mathematical Journal, 49
-
Alireza
Davoudi,
S.
Ghidary,
Khadijeh
Sadatnejad
(2016)
Dimensionality reduction based on Distance Preservation to Local Mean (DPLM) for SPD matrices and its application in BCI
ArXiv, abs/1608.00514
-
Yili
Li,
K.
Wong,
H.
Debruin
(2009)
EEG signal classification based on a Riemannian distance measure
2009 IEEE Toronto International Conference Science and Technology for Humanity (TIC-STH)
-
Stephanie
Brandl,
K.
Müller,
W.
Samek
(2015)
Robust common spatial patterns based on Bhattacharyya distance and Gamma divergence
The 3rd International Winter Conference on Brain-Computer Interface
-
J.
Huggins,
C.
Guger,
B.
Allison,
C.
Anderson,
A.
Batista,
A.
Brouwer,
C.
Brunner,
Ricardo
Chavarriaga,
M.
Fried-Oken,
A.
Gunduz,
D.
Gupta,
A.
Kübler,
R.
Leeb,
F.
Lotte,
L.
Miller,
G.
Müller-Putz,
Tomasz
Rutkowski,
M.
Tangermann,
D.
Thompson
(2014)
Workshops of the Fifth International Brain-Computer Interface Meeting: Defining the Future.
Brain computer interfaces, 1 1
-
R.
Bhatia
(2013)
The Riemannian Mean of Positive Matrices
-
L.
Roijendijk,
S.
Gielen,
J.
Farquhar
(2016)
Classifying Regularized Sensor Covariance Matrices: An Alternative to CSP
IEEE Transactions on Neural Systems and Rehabilitation Engineering, 24
-
Maher
Moakher,
P.
Batchelor
(2006)
Symmetric Positive-Definite Matrices: From Geometry to Applications and Visualization
-
R.
Fisher
036: On a Distribution Yielding the Error Functions of Several Well Known Statistics.
-
It should be computationally efficient , so as to work on small electronic devices in line with the current trend in portability of micro-electronic devices
-
Laura
Acqualagna,
L.
Botrel,
C.
Vidaurre,
A.
Kübler,
B.
Blankertz,
D.
Yao
(2016)
Large-Scale Assessment of a Fully Automatic Co-Adaptive Motor Imagery-Based Brain Computer Interface
PLoS ONE, 11
-
P.
Comon,
C.
Jutten
(2010)
Handbook of Blind Source Separation: Independent Component Analysis and Applications
-
F.
Lotte,
Yann
Renard,
A.
Lécuyer
(2008)
Self-Paced Brain-Computer Interaction with Virtual Worlds: A Quantitative and Qualitative Study "Out of the Lab"
-
(2014)
Information geometry meets BCI
-
R.
Panicker,
S.
Puthusserypady,
Ying
Sun
(2010)
Adaptation in P300 Brain–Computer Interfaces: A Two-Classifier Cotraining Approach
IEEE Transactions on Biomedical Engineering, 57
-
It should be algorithmically simple , so as to be robust and usable in unsupervised on-line operation
-
F.
Nijboer,
N.
Birbaumer,
A.
Kübler
(2010)
The Influence of Psychological State and Motivation on Brain–Computer Interface Performance in Patients with Amyotrophic Lateral Sclerosis – a Longitudinal Study
Frontiers in Neuroscience, 4
-
Louis
Korczowski,
A.
Barachant,
Anton
Andreev,
C.
Jutten,
M.
Congedo
(2016)
"Brain Invaders 2" : an open source Plug & Play multi-user BCI videogame
-
Peng
Yuan,
Xiaorong
Gao,
B.
Allison,
Yijun
Wang,
Guangyu
Bin,
Shangkai
Gao
(2013)
A study of the existing problems of estimating the information transfer rate in online brain–computer interfaces
Journal of Neural Engineering, 10
-
Martijn
Schreuder,
J.
Höhne,
B.
Blankertz,
S.
Haufe,
T.
Dickhaus,
M.
Tangermann
(2013)
Optimizing event-related potential based brain–computer interfaces: a systematic evaluation of dynamic stopping methods
Journal of Neural Engineering, 10
-
F.
Alimardani,
R.
Boostani,
B.
Blankertz
(2016)
Presenting a Spatial-Geometric EEG Feature to Classify BMD and Schizophrenic Patients
, 5
-
Hesam
Sagha,
S.
Perdikis,
J.
Millán,
Ricardo
Chavarriaga
Quantifying Electrode Reliability during Brain-computer Interface Operation
-
Z.
Koles,
A.
Soong
(1998)
EEG source localization: implementing the spatio-temporal decomposition approach.
Electroencephalography and clinical neurophysiology, 107 5
-
V.
Arsigny,
P.
Fillard,
X.
Pennec,
N.
Ayache
(2007)
Geometric Means in a Novel Vector Space Structure on Symmetric Positive-Definite Matrices
SIAM J. Matrix Anal. Appl., 29
-
T.
Verhoeven,
P.
Buteneers,
JR
Wiersema,
J.
Dambre,
P.
Kindermans
(2015)
Towards a symbiotic brain–computer interface: exploring the application–decoder interaction
Journal of Neural Engineering, 12
-
A.
Barachant,
S.
Bonnet,
M.
Congedo,
C.
Jutten
(2013)
Classification of covariance matrices using a Riemannian-based kernel for BCI applications
Neurocomputing, 112
-
A.
Barachant,
S.
Bonnet,
M.
Congedo,
C.
Jutten
(2010)
Riemannian Geometry Applied to BCI Classification
-
A.
Pinegger,
Lisa
Deckert,
S.
Halder,
J.
Faller,
I.
Käthner,
S.
Wriessnegger,
A.
Kübler,
G.
Müller-Putz
(2014)
Automatic Pause Detection during P300 Web Browsing
-
Nicholas
Waytowich,
Vernon
Lawhern,
Addison
Bohannon,
Kenneth
Ball,
Brent
Lance
(2016)
Spectral Transfer Learning Using Information Geometry for a User-Independent Brain-Computer Interface
Frontiers in Neuroscience, 10
-
Yili
Li,
K.
Wong
(2012)
Signal classification by power spectral density: An approach via Riemannian geometry
2012 IEEE Statistical Signal Processing Workshop (SSP)
-
I.
Käthner,
A.
Kübler,
S.
Halder
(2015)
Comparison of eye tracking, electrooculography and an auditory brain-computer interface for binary communication: a case study with a participant in the locked-in state
Journal of NeuroEngineering and Rehabilitation, 12
-
J.
Manton
(2004)
A globally convergent numerical algorithm for computing the centre of mass on compact Lie groups
ICARCV 2004 8th Control, Automation, Robotics and Vision Conference, 2004., 3
-
J.
Schmee
(1986)
An Introduction to Multivariate Statistical Analysis
Technometrics, 28
-
I.
Horev,
F.
Yger,
Masashi
Sugiyama
(2017)
Geometry-aware principal component analysis for symmetric positive definite matrices
Machine Learning, 106
-
L.
McCane,
Susan
Heckman,
D.
McFarland,
G.
Townsend,
J.
Mak,
E.
Sellers,
D.
Zeitlin,
L.
Tenteromano,
J.
Wolpaw,
T.
Vaughan
(2015)
P300-based brain-computer interface (BCI) event-related potentials (ERPs): People with amyotrophic lateral sclerosis (ALS) vs. age-matched controls
Clinical Neurophysiology, 126
-
Shasha
Yuan,
Weidong
Zhou,
Qi
Wu,
Yanli
Zhang
(2016)
Epileptic Seizure Detection with Log-Euclidean Gaussian Kernel-Based Sparse Representation
International journal of neural systems, 26 3
-
Yili
Li,
K.
Wong,
H.
Bruin
(2012)
Electroencephalogram signals classification for sleep-state decision - a Riemannian geometry approach
IET Signal Process., 6
-
(2013)
A New Stimulation Method of Virtual Speller for Simultaneous P300 and SSVEP Responses
-
Pieter-Jan
Kindermans,
Martijn
Schreuder,
B.
Schrauwen,
K.
Müller,
M.
Tangermann
(2014)
True Zero-Training Brain-Computer Interfacing – An Online Study
PLoS ONE, 9
-
Author manuscript, published in "IEEE Transactions on Computational Intelligence and AI in games (2013)" Two Brains, One Game: Design and Evaluation of a Multi-User BCI Video Game Based on Motor Imagery
-
E.
Sellers,
E.
Donchin
(2006)
A P300-based brain–computer interface: Initial tests by ALS patients
Clinical Neurophysiology, 117
-
Z.
Koles
(1991)
The quantitative extraction and topographic mapping of the abnormal components in the clinical EEG.
Electroencephalography and clinical neurophysiology, 79 6
-
F.
Silva,
E.
Niedermeyer
(2012)
Niedermeyer's Electroencephalography: Basic Principles, Clinical Applications, and Related Fields
-
S.
Kleih,
A.
Kübler
(2013)
Empathy, motivation, and P300 BCI performance
Frontiers in Human Neuroscience, 7
-
Louis
Korczowski,
M.
Congedo,
C.
Jutten
(2015)
Single-trial classification of multi-user P300-based Brain-Computer Interface using riemannian geometry
2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
-
Jana
Münßinger,
S.
Halder,
S.
Kleih,
A.
Furdea,
Valerio
Raco,
Adi
Hösle,
A.
Kübler
(2010)
Brain Painting: First Evaluation of a New Brain–Computer Interface Application with ALS-Patients and Healthy Volunteers
Frontiers in Neuroscience, 4
-
It should be reliable ,
-
K.
Fukunaga,
W.
Koontz
(1970)
Application of the Karhunen-Loève Expansion to Feature Selection and Ordering
IEEE Trans. Computers, 19
-
T.
Kaufmann,
S.
Völker,
L.
Gunesch,
A.
Kübler
(2012)
Spelling is Just a Click Away – A User-Centered Brain–Computer Interface Including Auto-Calibration and Predictive Text Entry
Frontiers in Neuroscience, 6
-
F.
Lotte,
M.
Congedo,
A.
Lécuyer,
F.
Lamarche,
B.
Arnaldi
(2007)
A review of classification algorithms for EEG-based brain–computer interfaces
Journal of Neural Engineering, 4
-
Tomasz
Rutkowski
(2016)
Data–Driven Multimodal Sleep Apnea Events Detection
Journal of Medical Systems, 40
-
I.
Volosyak,
H.
Cecotti,
D.
Valbuena,
A.
Graser
(2009)
Evaluation of the Bremen SSVEP based BCI in real world conditions
2009 IEEE International Conference on Rehabilitation Robotics
-
U.
Chaudhary,
N.
Birbaumer
(2015)
Communication in locked-in state after brainstem stroke: a brain-computer-interface approach.
Annals of translational medicine, 3 Suppl 1
-
Jing
Jin,
B.
Allison,
E.
Sellers,
C.
Brunner,
P.
Horki,
Xingyu
Wang,
C.
Neuper
(2011)
Optimized stimulus presentation patterns for an event-related potential EEG-based brain–computer interface
Medical & Biological Engineering & Computing, 49
-
C.
Brunner,
N.
Birbaumer,
B.
Blankertz,
C.
Guger,
A.
Kübler,
D.
Mattia,
J.
Millán,
F.
Miralles,
A.
Nijholt,
E.
Opisso,
N.
Ramsey,
P.
Salomon,
G.
Müller-Putz
(2015)
BNCI Horizon 2020: Towards a Roadmap for the BCI Community
, 2
-
Troy
Lau,
Joseph
Gwin,
K.
McDowell,
Daniel
Ferris
(2012)
Weighted phase lag index stability as an artifact resistant measure to detect cognitive EEG activity during locomotion
Journal of NeuroEngineering and Rehabilitation, 9
-
M.
Congedo,
Cédric
Gouy-Pailler,
C.
Jutten
(2008)
On the blind source separation of human electroencephalogram by approximate joint diagonalization of second order statistics
Clinical Neurophysiology, 119
-
Andreas
Ray,
R.
Sitaram,
Mohit
Rana,
E.
Pasqualotto,
K.
Buyukturkoglu,
Cuntai
Guan,
K.
Ang,
C.
Tejos,
Francisco
Zamorano,
F.
Aboitiz,
N.
Birbaumer,
S.
Ruiz
(2015)
A subject-independent pattern-based Brain-Computer Interface
Frontiers in Behavioral Neuroscience, 9
-
S.
Sra
(2012)
A new metric on the manifold of kernel matrices with application to matrix geometric means
-
Ricardo
Chavarriaga,
J.
Millán
(2013)
Brain-Computer Interfaces
-
M.
Congedo,
B.
Afsari,
A.
Barachant,
Maher
Moakher
(2015)
Approximate Joint Diagonalization and Geometric Mean of Symmetric Positive Definite Matrices
PLoS ONE, 10
-
Chin-Teng
Lin,
Lun-De
Liao,
Yu-Hang
Liu,
I-Jan
Wang,
B.
Lin,
J.
Chang
(2011)
Novel Dry Polymer Foam Electrodes for Long-Term EEG Measurement
IEEE Transactions on Biomedical Engineering, 58
-
M.
Congedo,
Matthieu
Goyat,
Nicolas
Tarrin,
G.
Ionescu,
L.
Varnet,
B.
Rivet,
R.
Phlypo,
N.
Jrad,
Michaël
Acquadro,
C.
Jutten
(2011)
" Brain Invaders": a prototype of an open-source P300-based video game working with the OpenViBE platform
-
(2011)
Author manuscript, published in "5th International BCI conference, Graz: Austria (2011)" A Brain-Switch using Riemannian Geometry
-
(1990)
Statistical Pattern Recognition (2nd Eds)
-
(1967)
Multidimensional Statistical Scatter
-
M.
Congedo,
A.
Barachant
(2015)
A special form of SPD covariance matrix for interpretation and visualization of data manipulated with Riemannian geometry
, 1641