A systematic review of EEG source localization techniques and their applications on diagnosis of brain abnormalities

In recent years, multiple noninvasive imaging modalities have been used to develop a better understanding of the human brain functionality, including positron emission tomography, single-photon emission computed tomography, and functional magnetic resonance imaging, all of which provide brain images with millimeter spatial resolutions. Despite good spatial resolution, time resolution of these methods are poor and values are about seconds. Scalp electroencephalography recordings can be used to perform the inverse problem in order to specify the location of the dominant sources of the brain activity. In this paper, EEG source localization method, diagnosis of brain abnormalities using common EEG source localization methods, investigating the effect of the head model on EEG source imaging results have been studied. In this review we present enough evidence that provides motivation for consideration in the future research using EEG source localization methods.

[1]  G Lantz,et al.  Space-oriented segmentation and 3-dimensional source reconstruction of ictal EEG patterns , 2001, Clinical Neurophysiology.

[2]  J.C. Mosher,et al.  Recursive MUSIC: A framework for EEG and MEG source localization , 1998, IEEE Transactions on Biomedical Engineering.

[3]  M. Emri,et al.  EEG background activity is abnormal in the temporal and inferior parietal cortex in benign rolandic epilepsy of childhood: A LORETA study , 2012, Epilepsy Research.

[4]  S. Kochen,et al.  Association between equivalent current dipole source localization and focal cortical dysplasia in epilepsy patients , 2012, Epilepsy Research.

[5]  Young Youn Kim,et al.  Reduced frontal activity during response inhibition in individuals with psychopathic traits: An sLORETA study , 2014, Biological Psychology.

[6]  Wojciech Samek,et al.  Localizing bicoherence from EEG and MEG , 2018, NeuroImage.

[7]  Donald L Schomer,et al.  Experimental tests of EEG source localization accuracy in realistically shaped head models , 2001, Clinical Neurophysiology.

[8]  Christoph M. Michel,et al.  Towards the utilization of EEG as a brain imaging tool , 2012, NeuroImage.

[9]  Stefan Haufe,et al.  Solving the EEG inverse problem based on space–time–frequency structured sparsity constraints , 2015, NeuroImage.

[10]  R. Wennberg,et al.  Parietal lobe source localization and sensitivity to hyperventilation in a patient with subclinical rhythmic electrographic discharges of adults (SREDA) , 2006, Clinical Neurophysiology.

[11]  Hasan Al-Nashash,et al.  Transfer-Function-Based Calibration of Sparse EEG Systems for Brain Source Localization , 2015, IEEE Sensors Journal.

[12]  R. Kristeva-Feige,et al.  Localization of Interictal Delta and Epileptiform EEG Activity Associated with Focal Epileptogenic Brain Lesions , 2001, NeuroImage.

[13]  E. Houdayer,et al.  Involvement of cortico-subcortical circuits in normoacousic chronic tinnitus: A source localization EEG study , 2015, Clinical Neurophysiology.

[14]  Taufik Valiante,et al.  EEG and MEG in mesial temporal lobe epilepsy: Where do the spikes really come from? , 2011, Clinical Neurophysiology.

[15]  A. Aarabi,et al.  Visual sensory processing deficit in the occipital region in children with attention-deficit/hyperactivity disorder as revealed by event-related potentials during cued continuous performance test , 2010, Neurophysiologie Clinique/Clinical Neurophysiology.

[16]  M. Cook,et al.  EEG source localization in focal epilepsy: Where are we now? , 2008, Epilepsia.

[17]  Matti Stenroos,et al.  Minimum-norm cortical source estimation in layered head models is robust against skull conductivity error☆☆☆ , 2013, NeuroImage.

[18]  M. Fuchs,et al.  An improved boundary element method for realistic volume-conductor modeling , 1998, IEEE Transactions on Biomedical Engineering.

[19]  C M Michel,et al.  Localization of the sources of EEG delta, theta, alpha and beta frequency bands using the FFT dipole approximation. , 1992, Electroencephalography and clinical neurophysiology.

[20]  Simon H. Kohl,et al.  The neuronal mechanisms underlying improvement of impulsivity in ADHD by theta/beta neurofeedback , 2016, Scientific Reports.

[21]  Thierry Blu,et al.  EEG source localization by multi-planar analytic sensing , 2008, 2008 5th IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

[22]  Simon K. Warfield,et al.  Anisotropic partial volume CSF modeling for EEG source localization , 2012, NeuroImage.

[23]  L. M. Jonkmana,et al.  Dipole source localization of event-related brain activity indicative of an early visual selective attention deficit in ADHD children , 2004 .

[24]  Marc R. Nuwer,et al.  Quantification and localization of EEG interictal spike activity in patients with surgically removed epileptogenic foci , 2012, Clinical Neurophysiology.

[25]  Hagai Attias,et al.  Probabilistic algorithms for MEG/EEG source reconstruction using temporal basis functions learned from data , 2008, NeuroImage.

[26]  Dezhong Yao,et al.  Neuroelectric source imaging using 3SCO: A space coding algorithm based on particle swarm optimization and l 0 norm constraint , 2010, NeuroImage.

[27]  B. He,et al.  Effect of EEG electrode number on epileptic source localization in pediatric patients , 2015, Clinical Neurophysiology.

[28]  Kenneth Kreutz-Delgado,et al.  A physiologically motivated sparse, compact, and smooth (SCS) approach to EEG source localization , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[29]  Tae-Hoon Eom,et al.  Distributed source localization of interictal spikes in benign childhood epilepsy with centrotemporal spikes: A standardized low-resolution brain electromagnetic tomography (sLORETA) study , 2017, Journal of Clinical Neuroscience.

[30]  Kensuke Sekihara,et al.  Localization bias and spatial resolution of adaptive and non-adaptive spatial filters for MEG source reconstruction , 2005, NeuroImage.

[31]  Radu Ranta,et al.  A Space-Time-Frequency Dictionary for Sparse Cortical Source Localization , 2016, IEEE Transactions on Biomedical Engineering.

[32]  Kensuke Sekihara,et al.  Hierarchical multiscale Bayesian algorithm for robust MEG/EEG source reconstruction , 2018, NeuroImage.

[33]  Dezhong Yao,et al.  fMRI functional networks for EEG source imaging , 2011, Human brain mapping.

[34]  Joseph Biederman,et al.  Attention-Deficit/Hyperactivity Disorder: A Selective Overview , 2005, Biological Psychiatry.

[35]  Valerie Kirsch,et al.  Prefrontal direct current stimulation modulates resting EEG and event-related potentials in healthy subjects: A standardized low resolution tomography (sLORETA) study , 2011, NeuroImage.

[36]  J. Haueisen,et al.  Influence of head models on EEG simulations and inverse source localizations , 2006, Biomedical engineering online.

[37]  D. Moher,et al.  Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. , 2010, International journal of surgery.

[38]  Mikael Persson,et al.  Non-invasive EEG source localization using particle swarm optimization: A clinical experiment , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[39]  Soosan Beheshti,et al.  Higher Resolution sLORETA (HR-sLORETA) in EEG Source Imaging , 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[40]  F. H. Lopes da Silva EEG and MEG: relevance to neuroscience. , 2013, Neuron.

[41]  C. Beste,et al.  Neurophysiological mechanisms of circadian cognitive control in RLS patients - an EEG source localization study , 2017, NeuroImage: Clinical.

[42]  R. Pascual-Marqui Review of methods for solving the EEG inverse problem , 1999 .

[43]  Qing Wu,et al.  EEG source localization of ERP based on multidimensional support vector regression approach , 2008, 2008 International Conference on Machine Learning and Cybernetics.

[44]  M. Emri,et al.  EEG-LORETA endophenotypes of the common idiopathic generalized epilepsy syndromes , 2012, Epilepsy Research.

[45]  Javier M. Antelis,et al.  Dynamic solution to the EEG source localization problem using kalman filters and particle filters , 2009, 2009 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[46]  Fusheng Yang,et al.  Shrinking LORETA-FOCUSS: a recursive approach to estimating high spatial resolution electrical activity in the brain , 2003, First International IEEE EMBS Conference on Neural Engineering, 2003. Conference Proceedings..

[47]  Avni Pllana,et al.  EEG-based local brain activity feedback training—tomographic neurofeedback , 2014, Front. Hum. Neurosci..

[48]  D. Tucker,et al.  EEG source localization: Sensor density and head surface coverage , 2015, Journal of Neuroscience Methods.

[49]  Marco Congedo,et al.  EEG source analysis in obsessive–compulsive disorder , 2011, Clinical Neurophysiology.

[50]  V. Roessner,et al.  Neurophysiological mechanisms of interval timing dissociate inattentive and combined ADHD subtypes , 2018, Scientific Reports.

[51]  S. Makeig,et al.  Different cortical source activation patterns in children with attention deficit hyperactivity disorder during a time reproduction task , 2018, Journal of clinical and experimental neuropsychology.

[52]  G Lantz,et al.  Frequency domain EEG source localization of ictal epileptiform activity in patients with partial complex epilepsy of temporal lobe origin , 1999, Clinical Neurophysiology.

[53]  Stefan Haufe,et al.  Large-scale EEG/MEG source localization with spatial flexibility , 2011, NeuroImage.

[54]  J. J. Ermer,et al.  Rapidly recomputable EEG forward models for realistic head shapes. , 2001, Physics in medicine and biology.

[55]  L. Zhukov,et al.  Independent component analysis for EEG source localization , 2000, IEEE Engineering in Medicine and Biology Magazine.

[56]  Hagai Attias,et al.  A probabilistic algorithm integrating source localization and noise suppression for MEG and EEG data , 2006, NeuroImage.

[57]  Julius P. A. Dewald,et al.  Evaluation of different cortical source localization methods using simulated and experimental EEG data , 2005, NeuroImage.

[58]  Claudia C. Zaragoza-Martínez,et al.  EEG source localization using beamforming in energy-constrained regions , 2012, 2012 Conference Record of the Forty Sixth Asilomar Conference on Signals, Systems and Computers (ASILOMAR).

[59]  Carla Quintão,et al.  Depth-Sensitive Algorithm to Localize Sources Using Minimum Norm Estimations , 2014 .

[60]  Pieter van Mierlo,et al.  Electrical source imaging of interictal spikes using multiple sparse volumetric priors for presurgical epileptogenic focus localization , 2016, NeuroImage: Clinical.

[61]  Laurent Albera,et al.  Localization of extended brain sources from EEG/MEG: The ExSo-MUSIC approach , 2011, NeuroImage.

[62]  M. Tsolaki,et al.  Brain source localization of MMN, P300 and N400: Aging and gender differences , 2015, Brain Research.

[63]  H. Yabe,et al.  Different patterns of dipole source localization in gelastic seizure with or without a sense of mirth , 2002, Neuroscience Research.

[64]  J.C. Rajapakse,et al.  Independent component analysis and beyond in brain imaging: EEG, MEG, fMRI, and PET , 2002, Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02..

[65]  T. Maeno,et al.  Event-related potential P2 derived from visual attention to the hemi-space. Source localization with LORETA , 2004 .

[66]  D. Lehmann,et al.  Reference-free identification of components of checkerboard-evoked multichannel potential fields. , 1980, Electroencephalography and clinical neurophysiology.

[67]  V. Roessner,et al.  Neural mechanisms underlying successful and deficient multi-component behavior in early adolescent ADHD , 2018, NeuroImage: Clinical.

[68]  Hans Hallez,et al.  Influence of Skull Modeling Approaches on EEG Source Localization , 2013, Brain Topography.

[69]  R M Leahy,et al.  Imaging neural activity using MEG and EEG. , 1997, IEEE engineering in medicine and biology magazine : the quarterly magazine of the Engineering in Medicine & Biology Society.

[70]  Germán Castellanos-Domínguez,et al.  EEG source localization based on multivariate autoregressive models using Kalman filtering , 2011, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[71]  J. Oosterlaan,et al.  An ERP source imaging study of the oddball task in children with Attention Deficit/Hyperactivity Disorder , 2016, Clinical Neurophysiology.

[72]  David Gutiérrez,et al.  Performance of different metaheuristics in EEG source localization compared to the Cramér-Rao bound , 2013, Neurocomputing.

[73]  R. Gulrajani,et al.  Conventional and Reciprocal Approaches to the Inverse Dipole Localization Problem for N20–P20 Somatosensory Evoked Potentials , 2012, Brain Topography.

[74]  Andrzej Cichocki,et al.  Combining the extremities on the basis of separation: a new approach to EEG/ERP source localization , 2005 .

[75]  板橋 尚,et al.  Electro- and magneto-encephalographic spike source localization of small focal cortical dysplasia in the dorsal peri-rolandic region , 2014 .

[76]  Manbir Singh,et al.  An Evaluation of Methods for Neuromagnetic Image Reconstruction , 1987, IEEE Transactions on Biomedical Engineering.

[77]  R. Ilmoniemi,et al.  Magnetoencephalography-theory, instrumentation, and applications to noninvasive studies of the working human brain , 1993 .

[78]  J J Riera,et al.  Evaluation of inverse methods and head models for EEG source localization using a human skull phantom , 2001, Physics in medicine and biology.

[79]  Scott Makeig,et al.  Simultaneous head tissue conductivity and EEG source location estimation , 2016, NeuroImage.

[80]  Stefan Haufe,et al.  EEG potentials predict upcoming emergency brakings during simulated driving , 2011, Journal of neural engineering.

[81]  V. Srikanth,et al.  Type 2 diabetes mellitus, brain atrophy, and cognitive decline , 2019, Neurology.

[82]  Athina P. Petropulu,et al.  A Weighted Approach for Sparse Signal Support Estimation with Application to EEG Source Localization , 2017, IEEE Transactions on Signal Processing.

[83]  T Musha,et al.  Effects of cavities on EEG dipole localization and their relations with surface electrode positions. , 1989, International journal of bio-medical computing.

[84]  Feng Liu,et al.  Graph Regularized EEG Source Imaging with In-Class Consistency and Out-Class Discrimination , 2017, IEEE Transactions on Big Data.

[85]  J. Gotman,et al.  Systematic source estimation of spikes by a combination of independent component analysis and RAP-MUSIC I: Principles and simulation study , 2002, Clinical Neurophysiology.

[86]  S. Sato,et al.  Dipole localization in patients with epilepsy using the realistically shaped head model. , 1997, Electroencephalography and clinical neurophysiology.

[87]  L. Koessler,et al.  Combined SEEG and source localisation study of temporal lobe schizencephaly and polymicrogyria , 2009, Clinical Neurophysiology.

[88]  Axel Schäfer,et al.  Source localization of late electrocortical positivity during symptom provocation in spider phobia: An sLORETA study , 2011, Brain Research.

[89]  V. Hesselbrock,et al.  CSD/BEM localization of P300 sources in adolescents “at-risk”: evidence of frontal cortex dysfunction in conduct disorder , 2001, Biological Psychiatry.

[90]  C.Y. Song,et al.  Hybrid Weighted Minimum Norm Method A new method based LORETA to solve EEG inverse problem , 2005, 2005 IEEE Engineering in Medicine and Biology 27th Annual Conference.

[91]  I F Gorodnitsky,et al.  Neuromagnetic source imaging with FOCUSS: a recursive weighted minimum norm algorithm. , 1995, Electroencephalography and clinical neurophysiology.

[92]  Bin He,et al.  EEG Source Imaging Enhances the Decoding of Complex Right-Hand Motor Imagery Tasks , 2016, IEEE Transactions on Biomedical Engineering.

[93]  Alan C. Evans,et al.  Attention-deficit/hyperactivity disorder is characterized by a delay in cortical maturation , 2007, Proceedings of the National Academy of Sciences.

[94]  Ioannis Kalatzis,et al.  Independent Component Analysis for Source Localization of EEG Sleep Spindle Components , 2010, Comput. Intell. Neurosci..

[95]  Lorena R. R. Gianotti,et al.  Brain sources of EEG gamma frequency during volitionally meditation-induced, altered states of consciousness, and experience of the self , 2001, Psychiatry Research: Neuroimaging.

[96]  Bin He,et al.  Seizure source imaging by means of FINE spatio-temporal dipole localization and directed transfer function in partial epilepsy patients , 2012, Clinical Neurophysiology.

[97]  Jean-Yves Tourneret,et al.  Sparse EEG Source Localization Using Bernoulli Laplacian Priors , 2015, IEEE Transactions on Biomedical Engineering.

[98]  S. Tseng,et al.  Source localization of averaged and single EEG spikes using the electric dipole model. , 1995, Medical engineering & physics.

[99]  Leslie S. Prichep,et al.  Localizing epileptogenic regions in partial epilepsy using three-dimensional statistical parametric maps of background EEG source spectra , 2008, NeuroImage.

[100]  Lasse P. Malver,et al.  A cortical source localization analysis of resting EEG data after remifentanil infusion , 2015, Clinical Neurophysiology.

[101]  Jean-Michel Badier,et al.  Source localization of ictal epileptic activity investigated by high resolution EEG and validated by SEEG , 2010, NeuroImage.

[102]  T. O'Brien,et al.  EEG dipole source localization of interictal spikes in non-lesional TLE with and without hippocampal sclerosis , 2010, Epilepsy Research.

[103]  A. Lee Swindlehurst,et al.  Matching Pursuit and Source Deflation for Sparse EEG/MEG Dipole Moment Estimation , 2013, IEEE Transactions on Biomedical Engineering.

[104]  Benoit M. Macq,et al.  Single-Trial EEG Source Reconstruction for Brain–Computer Interface , 2008, IEEE Transactions on Biomedical Engineering.

[105]  Qing Wu,et al.  Application of Multidimensional Support Vector Regression on the EEG source localization , 2008, 2008 World Automation Congress.

[106]  F Wendling,et al.  EEG extended source localization: Tensor-based vs. conventional methods , 2014, NeuroImage.

[107]  Wasim Q. Malik,et al.  Computationally Efficient Algorithms for Sparse, Dynamic Solutions to the EEG Source Localization Problem , 2018, IEEE Transactions on Biomedical Engineering.

[108]  Yu Huang,et al.  The New York Head—A precise standardized volume conductor model for EEG source localization and tES targeting , 2015, NeuroImage.

[109]  R. Leahy,et al.  EEG and MEG: forward solutions for inverse methods , 1999, IEEE Transactions on Biomedical Engineering.

[110]  M. E. Spencer,et al.  Error bounds for EEG and MEG dipole source localization. , 1993, Electroencephalography and clinical neurophysiology.

[111]  Lei Ding,et al.  A cortical potential imaging study from simultaneous extra- and intracranial electrical recordings by means of the finite element method , 2006, NeuroImage.

[112]  V. Roessner,et al.  Effects of multisensory stimuli on inhibitory control in adolescent ADHD: It is the content of information that matters , 2018, NeuroImage: Clinical.

[113]  Bart Vanrumste,et al.  Review on solving the forward problem in EEG source analysis , 2007, Journal of NeuroEngineering and Rehabilitation.

[114]  Malihe Sabeti,et al.  Source localization algorithms to find attention and memory circuits in the brain , 2015, J. King Saud Univ. Comput. Inf. Sci..

[115]  Karl J. Friston,et al.  Variational Bayesian inversion of the equivalent current dipole model in EEG/MEG , 2008, NeuroImage.

[116]  Bryon A. Mueller,et al.  Influence of white matter anisotropic conductivity on EEG source localization: Comparison to fMRI in human primary visual cortex , 2009, Clinical Neurophysiology.

[117]  G. Bush,et al.  Cortical thinning of the attention and executive function networks in adults with attention-deficit/hyperactivity disorder. , 2007, Cerebral cortex.

[118]  M. Fuchs,et al.  Boundary element method volume conductor models for EEG source reconstruction , 2001, Clinical Neurophysiology.

[119]  E. Søfteland,et al.  Integrity of central nervous function in diabetes mellitus assessed by resting state EEG frequency analysis and source localization. , 2017, Journal of diabetes and its complications.

[120]  Aamir Saeed Malik,et al.  EEG based brain source localization comparison of sLORETA and eLORETA , 2014, Australasian Physical & Engineering Sciences in Medicine.

[121]  Yasuhiro Kawasaki,et al.  LORETA analysis of three-dimensional distribution of delta band activity in schizophrenia: Relation to negative symptoms , 2011, Neuroscience Research.

[122]  J. C. Hill,et al.  Age-dependent decline of attention deficit hyperactivity disorder. , 1996, The American journal of psychiatry.

[123]  Lakhmi C. Jain,et al.  A Beamformer-Particle Filter Framework for Localization of Correlated EEG Sources , 2016, IEEE Journal of Biomedical and Health Informatics.

[124]  M. Fuchs,et al.  Smooth reconstruction of cortical sources from EEG or MEG recordings , 1996, NeuroImage.

[125]  K. Holton,et al.  Measuring Treatment Response in Pharmacological and Lifestyle Interventions Using Electroencephalography in ADHD: A Review , 2019, Clinical EEG and neuroscience.

[126]  R D Pascual-Marqui,et al.  Standardized low-resolution brain electromagnetic tomography (sLORETA): technical details. , 2002, Methods and findings in experimental and clinical pharmacology.

[127]  B. Clemens,et al.  Imaging the cortical effect of lamotrigine in patients with idiopathic generalized epilepsy: A low-resolution electromagnetic tomography (LORETA) study , 2008, Epilepsy Research.

[128]  P. Czobor,et al.  Electrophysiological indices of aberrant error-processing in adults with ADHD: a new region of interest , 2016, Brain Imaging and Behavior.

[129]  Saeid Sanei,et al.  Seizure source localization using a hybrid second order blind identification and extended rival penalized competitive learning algorithm , 2009, Biomed. Signal Process. Control..

[130]  Rémi Gribonval,et al.  Fast, variation-based methods for the analysis of extended brain sources , 2014, 2014 22nd European Signal Processing Conference (EUSIPCO).

[131]  Patrik Vuilleumier,et al.  Time-course of motor inhibition during hypnotic paralysis: EEG topographical and source analysis , 2013, Cortex.

[132]  Bin He,et al.  Spatial resolution of EEG cortical source imaging revealed by localization of retinotopic organization in human primary visual cortex , 2007, Journal of Neuroscience Methods.

[133]  Rémi Gribonval,et al.  Brain-Source Imaging: From sparse to tensor models , 2015, IEEE Signal Processing Magazine.

[134]  Bart Vanrumste,et al.  Journal of Neuroengineering and Rehabilitation Open Access Review on Solving the Inverse Problem in Eeg Source Analysis , 2022 .

[135]  Bart Vanrumste,et al.  The Validation of the Finite Difference Method and Reciprocity for Solving the Inverse Problem in EEG Dipole Source Analysis , 2004, Brain Topography.

[136]  Z. Koles,et al.  Trends in EEG source localization. , 1998, Electroencephalography and clinical neurophysiology.

[137]  Jarmo A. Hämäläinen,et al.  Time course of ERP generators to syllables in infants: A source localization study using age-appropriate brain templates , 2012, NeuroImage.

[138]  Kenneth Kreutz-Delgado,et al.  Fast and robust Block-Sparse Bayesian learning for EEG source imaging , 2018, NeuroImage.

[139]  F Wendling,et al.  Complex patterns of spatially extended generators of epileptic activity: Comparison of source localization methods cMEM and 4-ExSo-MUSIC on high resolution EEG and MEG data , 2016, NeuroImage.

[140]  Anders M. Dale,et al.  Cortical Surface-Based Analysis I. Segmentation and Surface Reconstruction , 1999, NeuroImage.

[141]  J Gotman,et al.  Correlations between EEG changes induced by diazepam and the localization of epileptic spikes and seizures. , 1982, Electroencephalography and clinical neurophysiology.

[142]  G. Bush,et al.  Dorsolateral Prefrontal and Anterior Cingulate Cortex Volumetric Abnormalities in Adults with Attention-Deficit/Hyperactivity Disorder Identified by Magnetic Resonance Imaging , 2006, Biological Psychiatry.

[143]  Fetsje Bijma,et al.  In vivo measurement of the brain and skull resistivities using an EIT-based method and realistic models for the head , 2003, IEEE Transactions on Biomedical Engineering.

[144]  I. Fekete,et al.  Theta EEG source localization using LORETA in partial epilepsy patients with and without medication , 2010, Clinical Neurophysiology.

[145]  N. G. Gencer,et al.  An advanced boundary element method (BEM) implementation for the forward problem of electromagnetic source imaging. , 2004, Physics in medicine and biology.

[146]  G. Flores,et al.  Consequences of diabetes mellitus on neuronal connectivity in limbic regions , 2018, Synapse.

[147]  Christoph M. Michel,et al.  Localization of cortico-peripheral coherence with electroencephalography , 2011, NeuroImage.

[148]  Lakhmi C. Jain,et al.  A Sequential Monte Carlo Approach for Brain Source Localization , 2013 .

[149]  Matti Stenroos,et al.  Truncated RAP-MUSIC (TRAP-MUSIC) for MEG and EEG source localization , 2018, NeuroImage.

[150]  Keith M. Shafritz,et al.  ADHD- and medication-related brain activation effects in concordantly affected parent-child dyads with ADHD. , 2007, Journal of child psychology and psychiatry, and allied disciplines.

[151]  Z J Koles,et al.  Spatio-temporal decomposition of the EEG: a general approach to the isolation and localization of sources. , 1995, Electroencephalography and clinical neurophysiology.