{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,4]],"date-time":"2026-07-04T03:13:01Z","timestamp":1783134781940,"version":"3.54.6"},"reference-count":87,"publisher":"Frontiers Media SA","funder":[{"DOI":"10.13039\/501100003407","name":"Ministero dell'Istruzione, dell'Universit\u00e0 e della Ricerca","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100003407","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003196","name":"Ministero della Salute","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100003196","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Neurosci."],"DOI":"10.3389\/fnins.2016.00604","type":"journal-article","created":{"date-parts":[[2017,1,25]],"date-time":"2017-01-25T22:47:06Z","timestamp":1485384426000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":56,"title":["Classification of Healthy Subjects and Alzheimer's Disease Patients with Dementia from Cortical Sources of Resting State EEG Rhythms: A Study Using Artificial Neural Networks"],"prefix":"10.3389","volume":"10","author":[{"given":"Antonio I.","family":"Triggiani","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vitoantonio","family":"Bevilacqua","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Antonio","family":"Brunetti","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Roberta","family":"Lizio","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Giacomo","family":"Tattoli","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fabio","family":"Cassano","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andrea","family":"Soricelli","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Raffaele","family":"Ferri","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Flavio","family":"Nobili","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Loreto","family":"Gesualdo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maria R.","family":"Barulli","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rosanna","family":"Tortelli","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Valentina","family":"Cardinali","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Antonio","family":"Giannini","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Pantaleo","family":"Spagnolo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Silvia","family":"Armenise","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fabrizio","family":"Stocchi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Grazia","family":"Buenza","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gaetano","family":"Scianatico","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Giancarlo","family":"Logroscino","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Giordano","family":"Lacidogna","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Francesco","family":"Orzi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Carla","family":"Buttinelli","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Franco","family":"Giubilei","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Claudio","family":"Del Percio","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Giovanni B.","family":"Frisoni","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Claudio","family":"Babiloni","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2017,1,26]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"1051","DOI":"10.1007\/s00702-003-0024-8","article-title":"EEG coherence in Alzheimer's dementia","volume":"110","author":"Adler","year":"2003","journal-title":"J. Neural Transm."},{"key":"B2","doi-asserted-by":"publisher","first-page":"270","DOI":"10.1016\/j.jalz.2011.03.008","article-title":"The diagnosis of mild cognitive impairment due to Alzheimer's disease: recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease. Alzheimer's & Dementia?","volume":"7","author":"Albert","year":"2011","journal-title":"J. Alzheimer's Assoc."},{"key":"B3","doi-asserted-by":"crossref","first-page":"402","DOI":"10.1007\/978-3-642-03040-6_49","article-title":"Automatic classification system for the diagnosis of alzheimer disease using Component-Based SVM aggregations","volume-title":"Advances in Neuro-Information Processing","author":"\u00c1lvarez","year":"2009"},{"key":"B4","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1016\/j.neuroimage.2003.09.028","article-title":"Mapping distributed sources of cortical rhythms in mild Alzheimer's disease. A multicentric EEG study","volume":"22","author":"Babiloni","year":"2004","journal-title":"Neuroimage"},{"key":"B5","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1016\/j.brainresbull.2004.11.023","article-title":"Slow cortical potential shifts preceding sensorimotor interactions","volume":"65","author":"Babiloni","year":"2005","journal-title":"Brain Res. Bull."},{"key":"B6","doi-asserted-by":"publisher","first-page":"1000","DOI":"10.1016\/j.clinph.2005.12.028","article-title":"Anticipation of somatosensory and motor events increases centro-parietal functional coupling: an EEG coherence study","volume":"117","author":"Babiloni","year":"2006","journal-title":"Clin. Neurophysiol."},{"key":"B7","doi-asserted-by":"publisher","first-page":"556","DOI":"10.1016\/j.neurobiolaging.2014.09.011","article-title":"Occipital sources of resting-state alpha rhythms are related to local gray matter density in subjects with amnesic mild cognitive impairment and Alzheimer's disease","volume":"36","author":"Babiloni","year":"2015","journal-title":"Neurobiol. Aging"},{"key":"B8","doi-asserted-by":"publisher","first-page":"837","DOI":"10.1016\/j.clinph.2012.09.017","article-title":"Effects of acetylcholinesterase inhibitors and memantine on resting-state electroencephalographic rhythms in Alzheimer's disease patients","volume":"124","author":"Babiloni","year":"2013c","journal-title":"Clin. Neurophysiol."},{"key":"B9","doi-asserted-by":"publisher","first-page":"1355","DOI":"10.1002\/hbm.20467","article-title":"White matter vascular lesions are related to parietal-to-frontal coupling of EEG rhythms in mild cognitive impairment","volume":"29","author":"Babiloni","year":"2008","journal-title":"Hum. Brain Mapp."},{"key":"B10","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1016\/j.neuroimage.2008.08.005","article-title":"Hippocampal volume and cortical sources of EEG alpha rhythms in mild cognitive impairment and Alzheimer disease","volume":"44","author":"Babiloni","year":"2009","journal-title":"Neuroimage"},{"key":"B11","doi-asserted-by":"publisher","first-page":"1916","DOI":"10.1002\/hbm.21157","article-title":"Stability of clinical condition in mild cognitive impairment is related to cortical sources of alpha rhythms: an electroencephalographic study","volume":"32","author":"Babiloni","year":"2011a","journal-title":"Hum. Brain Mapp."},{"key":"B12","doi-asserted-by":"publisher","first-page":"859","DOI":"10.3233\/JAD-2010-1290","article-title":"Global functional coupling of resting EEG rhythms is related to white-matter lesions along the cholinergic tracts in subjects with amnesic mild cognitive impairment","volume":"19","author":"Babiloni","year":"2010","journal-title":"J. Alzheimers. Dis."},{"key":"B13","doi-asserted-by":"publisher","first-page":"437","DOI":"10.1016\/j.clinph.2012.07.023","article-title":"Effects of pharmacological agents, sleep deprivation, hypoxia and transcranial magnetic stimulation on electroencephalographic rhythms in rodents: towards translational challenge models for drug discovery in Alzheimer's disease","volume":"124","author":"Babiloni","year":"2013a","journal-title":"Clin. Neurophysiol."},{"key":"B14","doi-asserted-by":"publisher","first-page":"e85","DOI":"10.1016\/j.ddstr.2014.02.003","article-title":"Resting state EEG rhythms as network disease markers for drug discovery in Alzheimer's disease","volume":"10","author":"Babiloni","year":"2013b","journal-title":"Drug Discov. Today Ther. Strateg."},{"key":"B15","doi-asserted-by":"publisher","first-page":"331","DOI":"10.3233\/JAD-2011-101710","article-title":"Resting state cortical electroencephalographic rhythms and white matter vascular lesions in subjects with Alzheimer's disease: an Italian multicenter study","volume":"26","author":"Babiloni","year":"2011b","journal-title":"J. Alzheimers. Dis."},{"key":"B16","doi-asserted-by":"publisher","first-page":"88","DOI":"10.1016\/j.ijpsycho.2015.02.008","article-title":"Brain neural synchronization and functional coupling in Alzheimer's disease as revealed by resting state EEG rhythms","volume":"103","author":"Babiloni","year":"2016b","journal-title":"Int. J. Psychophysiol."},{"key":"B17","doi-asserted-by":"publisher","first-page":"47","DOI":"10.3389\/fnins.2016.00047","article-title":"Classification of single normal and alzheimer's disease individuals from cortical sources of resting state EEG rhythms","volume":"10","author":"Babiloni","year":"2016a","journal-title":"Front. Neurosci."},{"key":"B18","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/S0167-7012(00)00201-3","article-title":"Artificial neural networks: fundamentals, computing, design, and application","volume":"43","author":"Basheer","year":"2000","journal-title":"J. Microbiol. Methods"},{"key":"B19","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1016\/S0013-4694(97)96562-7","article-title":"Discrimination of Alzheimer's disease and normal aging by EEG data","volume":"103","author":"Besthorn","year":"1997","journal-title":"Electroencephalogr. Clin. Neurophysiol."},{"key":"B20","doi-asserted-by":"crossref","first-page":"1385","DOI":"10.1145\/2908961.2931733","article-title":"An optimized feed-forward artificial neural network topology to support radiologists in breast lesions classification","volume-title":"Proceedings of the 2016 on Genetic and Evolutionary Computation Conference Companion","author":"Bevilacqua","year":"2016"},{"key":"B21","first-page":"1958","article-title":"A novel multi-objective genetic algorithm approach to artificial neural network topology optimisation: the breast cancer classification problem","volume-title":"Neural Networks, IJCNN'06. International Joint Conference on","author":"Bevilacqua","year":"2006"},{"key":"B22","first-page":"1","article-title":"Advanced classification of Alzheimer's disease and healthy subjects based on EEG markers","volume-title":"2015 International Joint Conference on Neural Networks (IJCNN)","author":"Bevilacqua","year":"2015"},{"key":"B23","doi-asserted-by":"publisher","first-page":"521","DOI":"10.1007\/s11517-011-0739-x","article-title":"Review of the methods of determination of directed connectivity from multichannel data","volume":"49","author":"Blinowska","year":"2011","journal-title":"Med. Biol. Eng. Comput."},{"key":"B24","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1016\/0197-4580(95)00021-6","article-title":"Staging of Alzheimer's disease-related neurofibrillary changes","volume":"16","author":"Braak","year":"1995","journal-title":"Neurobiol. Aging"},{"key":"B25","doi-asserted-by":"publisher","first-page":"110","DOI":"10.1016\/0013-4694(88)90206-4","article-title":"Diagnostic efficacy of computerized spectral versus visual EEG analysis in elderly normal, demented and depressed subjects","volume":"69","author":"Brenner","year":"1988","journal-title":"Electroencephalogr. Clin. Neurophysiol."},{"key":"B26","doi-asserted-by":"publisher","first-page":"483","DOI":"10.1016\/0013-4694(86)90184-7","article-title":"Computerized EEG spectral analysis in elderly normal, demented and depressed subjects","volume":"64","author":"Brenner","year":"1986","journal-title":"Electroencephalogr. Clin. Neurophysiol."},{"key":"B27","doi-asserted-by":"publisher","first-page":"e27863","DOI":"10.1371\/journal.pone.0027863","article-title":"Resting-state EEG source localization and functional connectivity in schizophrenia-like psychosis of epilepsy","volume":"6","author":"Canuet","year":"2011","journal-title":"PLoS ONE"},{"key":"B28","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1159\/000119375","article-title":"Correlations of topographical EEG features with clinical severity in mild and moderate dementia of Alzheimer type","volume":"36","author":"Chiaramonti","year":"1997","journal-title":"Neuropsychobiology"},{"key":"B29","doi-asserted-by":"crossref","first-page":"825","DOI":"10.1016\/S1388-2457(98)00076-5","article-title":"The diagnostic value of electroencephalography in mild senile Alzheimer's disease","volume":"110","author":"Claus","year":"1999","journal-title":"Clin. Neurophysiol."},{"key":"B30","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1016\/0925-4927(93)90027-F","article-title":"Dementia of the Alzheimer type: effects on the spontaneous EEG described by dipole sources","volume":"50","author":"Dierks","year":"1993","journal-title":"Psychiatry Res."},{"key":"B31","doi-asserted-by":"publisher","first-page":"1817","DOI":"10.1016\/S1388-2457(00)00427-2","article-title":"Spatial pattern of cerebral glucose metabolism (PET) correlates with localization of intracerebral EEG-generators in Alzheimer's disease","volume":"111","author":"Dierks","year":"2000","journal-title":"Clin. Neurophysiol."},{"key":"B32","doi-asserted-by":"publisher","first-page":"734","DOI":"10.1016\/S1474-4422(07)70178-3","article-title":"Research criteria for the diagnosis of Alzheimer's disease: revising the NINCDS-ADRDA criteria","volume":"6","author":"Dubois","year":"2007","journal-title":"Lancet. Neurol."},{"key":"B33","doi-asserted-by":"publisher","first-page":"614","DOI":"10.1016\/S1474-4422(14)70090-0","article-title":"Advancing research diagnostic criteria for Alzheimer's disease: the IWG-2 criteria","volume":"13","author":"Dubois","year":"2014","journal-title":"Lancet Neurol."},{"key":"B34","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1159\/000381016","article-title":"Quantitative EEG applying the statistical recognition pattern method: a useful tool in dementia diagnostic workup","volume":"40","author":"Engedal","year":"2015","journal-title":"Dement. Geriatr. Cogn. Disord."},{"key":"B35","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1016\/0022-3956(75)90026-6","article-title":"\u201cMini-mental state\u201d. A practical method for grading the cognitive state of patients for the clinician","volume":"12","author":"Folstein","year":"1975","journal-title":"J. Psychiatr. Res."},{"key":"B36","doi-asserted-by":"crossref","first-page":"288","DOI":"10.1007\/s004060050101","article-title":"Clinical features of Alzheimer's disease","volume":"249","author":"F\u00f6rstl","year":"1999","journal-title":"Eur. Arch. Psychiatry Clin. Neurosci."},{"key":"B37","doi-asserted-by":"publisher","first-page":"702","DOI":"10.1016\/S1388-2457(02)00030-5","article-title":"A standardized boundary element method volume conductor model","volume":"113","author":"Fuchs","year":"2002","journal-title":"Clin. Neurophysiol."},{"key":"B38","doi-asserted-by":"publisher","first-page":"424","DOI":"10.2307\/1912791","article-title":"Investigating causal relations by econometric models and cross-spectral methods","volume":"37","author":"Granger","year":"1969","journal-title":"Econometrica"},{"key":"B39","doi-asserted-by":"crossref","first-page":"400","DOI":"10.1016\/0013-4694(90)90094-Z","article-title":"Reliability, validity and follow-up of the EEG in senile dementia: sequelae of sequential measurement","volume":"76","author":"Hooijer","year":"1990","journal-title":"Electroencephalogr. Clin. Neurophysiol."},{"key":"B40","doi-asserted-by":"publisher","first-page":"1961","DOI":"10.1016\/S1388-2457(00)00454-5","article-title":"Discrimination of Alzheimer's disease and mild cognitive impairment by equivalent EEG sources: a cross-sectional and longitudinal study","volume":"111","author":"Huang","year":"2000","journal-title":"Clin. Neurophysiol."},{"key":"B41","doi-asserted-by":"publisher","first-page":"566","DOI":"10.1192\/bjp.140.6.566","article-title":"A new clinical scale for the staging of dementia","volume":"140","author":"Hughes","year":"1982","journal-title":"Br. J. Psychiatry"},{"key":"B42","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1016\/S1474-4422(09)70299-6","article-title":"Hypothetical model of dynamic biomarkers of the Alzheimer's pathological cascade","volume":"9","author":"Jack","year":"2010","journal-title":"Lancet. Neurol."},{"key":"B43","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1177\/155005940904000211","article-title":"Evidence-based evaluation of diagnostic accuracy of resting EEG in dementia and mild cognitive impairment","volume":"40","author":"Jelic","year":"2009","journal-title":"Clin. EEG Neurosci."},{"key":"B44","doi-asserted-by":"publisher","first-page":"314","DOI":"10.1159\/000106897","article-title":"Quantitative electroencephalography power and coherence in Alzheimer's disease and mild cognitive impairment","volume":"7","author":"Jelic","year":"1996","journal-title":"Dementia"},{"key":"B45","doi-asserted-by":"publisher","first-page":"1490","DOI":"10.1016\/j.clinph.2004.01.001","article-title":"EEG dynamics in patients with Alzheimer's disease","volume":"115","author":"Jeong","year":"2004","journal-title":"Clin. Neurophysiol."},{"key":"B46","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1016\/S0987-7053(97)83777-X","article-title":"The role of the electroencephalogram in the diagnosis of dementia of the Alzheimer type: an attempt at technology assessment","volume":"27","author":"Jonkman","year":"1997","journal-title":"Neurophysiol. Clin. Neurophysiol."},{"key":"B47","doi-asserted-by":"publisher","first-page":"1600","DOI":"10.1016\/j.neuroimage.2006.09.024","article-title":"10\/20, 10\/10, and 10\/5 systems revisited: their validity as relative head-surface-based positioning systems","volume":"34","author":"Jurcak","year":"2007","journal-title":"Neuroimage"},{"key":"B48","doi-asserted-by":"publisher","first-page":"216","DOI":"10.1016\/S0013-4694(96)95721-5","article-title":"Topographic analysis of coherence and propagation of EEG activity during sleep and wakefulness","volume":"102","author":"Kaminski","year":"1997","journal-title":"Electroencephalogr. Clin. Neurophysiol."},{"key":"B49","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1007\/BF00198091","article-title":"A new method of the description of the information flow in the brain structures","volume":"65","author":"Kaminski","year":"1991","journal-title":"Biol. Cybern."},{"key":"B50","first-page":"324","volume-title":"Series in Medical Physics and Biomedical Engineering","author":"Katarzyna","year":"2011"},{"key":"B51","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1016\/S0165-0173(98)00056-3","article-title":"EEG alpha and theta oscillations reflect cognitive and memory performance: a review and analysis","volume":"29","author":"Klimesch","year":"1999","journal-title":"Brain Res. Brain Res. Rev."},{"key":"B52","doi-asserted-by":"crossref","first-page":"511","DOI":"10.1097\/00004691-199611000-00006","article-title":"Alpha frequency, reaction time, and the speed of processing information","volume":"13","author":"Klimesch","year":"1996","journal-title":"J. Clin. Neurophysiol."},{"key":"B53","doi-asserted-by":"publisher","first-page":"681","DOI":"10.1093\/brain\/awm319","article-title":"Automatic classification of MR scans in Alzheimer's disease","volume":"131","author":"Kl\u00f6ppel","year":"2008","journal-title":"Brain"},{"key":"B54","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/S0165-0270(96)02212-1","article-title":"Information flow between hippocampus and related structures during various types of rat's behavior","volume":"73","author":"Korzeniewska","year":"1997","journal-title":"J. Neurosci. Methods"},{"key":"B55","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1093\/geront\/9.3_Part_1.179","article-title":"Assessment of older people: self-maintaining and instrumental activities of daily living","volume":"9","author":"Lawton","year":"1969","journal-title":"Gerontologist"},{"key":"B56","doi-asserted-by":"publisher","first-page":"159","DOI":"10.3233\/JAD-143042","article-title":"Neurophysiological assessment of Alzheimer's disease individuals by a single electroencephalographic marker","volume":"49","author":"Lizio","year":"2015","journal-title":"J. Alzheimers. Dis."},{"key":"B57","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1006\/nimg.1995.1012","article-title":"A probabilistic atlas of the human brain: theory and rationale for its development. The International Consortium for Brain Mapping (ICBM)","volume":"2","author":"Mazziotta","year":"1995","journal-title":"Neuroimage"},{"key":"B58","doi-asserted-by":"publisher","first-page":"1863","DOI":"10.1212\/01.wnl.0000187889.17253.b1","article-title":"Diagnosis and management of dementia with Lewy bodies: third report of the DLB consortium","volume":"65","author":"McKeith","year":"2005","journal-title":"Neurology"},{"key":"B59","doi-asserted-by":"publisher","first-page":"939","DOI":"10.1212\/WNL.34.7.939","article-title":"Clinical diagnosis of Alzheimer's disease: report of the NINCDS-ADRDA work group under the auspices of department of health and human services task force on alzheimer's disease","volume":"34","author":"McKhann","year":"1984","journal-title":"Neurology"},{"key":"B60","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1016\/j.jalz.2011.03.005","article-title":"The diagnosis of dementia due to Alzheimer's disease: recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease","volume":"7","author":"McKhann","year":"2011","journal-title":"Alzheimers Dement."},{"key":"B61","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1111\/j.1600-0404.1998.tb00603.x","article-title":"Usefulness of non-linear EEG analysis","volume":"97","author":"Micheloyannis","year":"1998","journal-title":"Acta Neurol. Scand."},{"key":"B62","doi-asserted-by":"publisher","first-page":"563","DOI":"10.1016\/j.neurobiolaging.2009.04.003","article-title":"MCI patients' EEGs show group differences between those who progress and those who do not progress to AD","volume":"32","author":"Moretti","year":"2011","journal-title":"Neurobiol. Aging"},{"key":"B63","doi-asserted-by":"publisher","first-page":"281","DOI":"10.1016\/0301-0511(95)05121-P","article-title":"Ultradian rhythms in cognitive performance: no evidence for a 1.5-h rhythm","volume":"40","author":"Neubauer","year":"1995","journal-title":"Biol. Psychol."},{"key":"B64","article-title":"Improving the learning speed of 2-layer neural networks by choosinginitial values of the adaptive weights","volume-title":"International Joint Conference Neural Networks","author":"Nguyen","year":"1990"},{"key":"B65","article-title":"Discrete, 3D distributed, linear imaging methods of electric neuronal activity. Part 1: exact, zero error localization","author":"Pascual-Marqui","year":"2007a"},{"key":"B65a","article-title":"Instantaneous and lagged measurements of linear and nonlinear dependence between groups of multivariate time series: frequency decomposition","author":"Pascual-Marqui","year":"2007b"},{"key":"B66","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/0167-8760(84)90014-X","article-title":"Low resolution electromagnetic tomography: a new method for localizing electrical activity in the brain","volume":"18","author":"Pascual-Marqui","year":"1994","journal-title":"Int. J. Psychophysiol."},{"key":"B67","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1016\/j.jneumeth.2006.10.023","article-title":"Functional imaging with low-resolution brain electromagnetic tomography (LORETA): a review","volume":"24","author":"Pascual-Marqui","year":"2002","journal-title":"Methods Find. Exp. Clin. Pharmacol."},{"key":"B68","doi-asserted-by":"publisher","first-page":"3768","DOI":"10.1098\/rsta.2011.0081","article-title":"Assessing interactions in the brain with exact low-resolution electromagnetic tomography","volume":"369","author":"Pascual-Marqui","year":"2011","journal-title":"Philos. Trans. R. Soc. London A Math. Phys. Eng. Sci."},{"key":"B69","doi-asserted-by":"publisher","first-page":"1842","DOI":"10.1016\/S1388-2457(99)00141-8","article-title":"Event-related EEG\/MEG synchronization and desynchronization: basic principles","volume":"110","author":"Pfurtscheller","year":"1999","journal-title":"Clin. Neurophysiol."},{"key":"B70","doi-asserted-by":"publisher","first-page":"152","DOI":"10.1159\/000073633","article-title":"EEG alterations in subjects at high familial risk for Alzheimer's disease","volume":"48","author":"Ponomareva","year":"2003","journal-title":"Neuropsychobiology"},{"key":"B71","doi-asserted-by":"crossref","first-page":"586","DOI":"10.1109\/ICNN.1993.298623","article-title":"A direct adaptive method for faster backpropagation learning: The RPROP algorithm","volume-title":"IEEE International Conference on Neural Networks - Conference Proceedings","author":"Riedmiller","year":"1993"},{"key":"B72","doi-asserted-by":"publisher","first-page":"2169","DOI":"10.1016\/j.clinph.2011.03.023","article-title":"Region and frequency specific changes of spectral power in Alzheimer's disease and mild cognitive impairment","volume":"122","author":"Roh","year":"2011","journal-title":"Clin. Neurophysiol."},{"key":"B73","doi-asserted-by":"publisher","first-page":"250","DOI":"10.1212\/WNL.43.2.250","article-title":"Vascular dementia: diagnostic criteria for research studies. Report of the NINDS-AIREN International Workshop","volume":"43","author":"Rom\u00e1n","year":"1993","journal-title":"Neurology"},{"key":"B74","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1016\/0006-8993(91)91442-4","article-title":"Brain excitability and electroencephalographic activation: non-invasive evaluation in healthy humans via transcranial magnetic stimulation","volume":"567","author":"Rossini","year":"1991","journal-title":"Brain Res."},{"key":"B75","doi-asserted-by":"publisher","first-page":"367","DOI":"10.1016\/j.jalz.2011.05.2351","article-title":"Amyloid-related imaging abnormalities in amyloid-modifying therapeutic trials: Recommendations from the Alzheimer's Association Research Roundtable Workgroup","volume":"7","author":"Sperling","year":"2011","journal-title":"Alzheimer's Dement."},{"key":"B76","doi-asserted-by":"publisher","first-page":"2266","DOI":"10.1016\/j.clinph.2005.06.011","article-title":"Nonlinear dynamical analysis of EEG and MEG: review of an emerging field","volume":"116","author":"Stam","year":"2005","journal-title":"Clin. Neurophysiol."},{"key":"B77","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1080\/14734220309404","article-title":"Cerebello-cerebral interactions during states of vigilance","volume":"2","author":"Steriade","year":"2003","journal-title":"Cerebellum"},{"key":"B78","doi-asserted-by":"crossref","first-page":"649","DOI":"10.1152\/physrev.1988.68.3.649","article-title":"The functional states of the thalamus and the associated neuronal interplay","volume":"68","author":"Steriade","year":"1988","journal-title":"Physiol. Rev."},{"key":"B79","first-page":"654, 662","article-title":"Automatic classification of SPECT images of Alzheimer's disease patients and control subjects","volume-title":"Lecture Notes in Computer Science","author":"Stoeckel","year":"2004"},{"key":"B80","doi-asserted-by":"crossref","first-page":"198","DOI":"10.1159\/000106631","article-title":"Diagnosing Alzheimer's disease in community-dwelling elderly: a comparison of EEG and MRI","volume":"8","author":"Strijers","year":"1997","journal-title":"Dement. Geriatr. Cogn. Disord."},{"key":"B81","doi-asserted-by":"publisher","first-page":"416","DOI":"10.1136\/jnnp.57.4.416","article-title":"Clinical and neuropathological criteria for frontotemporal dementia. The Lund Manchester Groups","volume":"57","author":"The Lund Manchester Groups","year":"1994","journal-title":"J. Neurol. Neurosurg. Psychiatry"},{"key":"B82","doi-asserted-by":"crossref","first-page":"160","DOI":"10.1177\/155005941104200304","article-title":"Improving Alzheimer's disease diagnosis with machine learning techniques","volume":"42","author":"Trambaiolli","year":"2011","journal-title":"Clin. EEG Neurosci."},{"key":"B83","doi-asserted-by":"publisher","first-page":"v45","DOI":"10.1136\/jnnp.2005.082149","article-title":"Use of laboratory and imaging investigations in dementia","volume":"76","author":"van der Flier","year":"2005","journal-title":"J. Neurol. Neurosurg. Psychiatry"},{"key":"B84","author":"Witten","year":"2005","journal-title":"Data Mining: Practical Machine Learning Tools and Techniques"},{"key":"B85","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/0022-3956(82)90033-4","article-title":"Development and validation of a geriatric depression screening scale: a preliminary report","volume":"17","author":"Yesavage","year":"1983","journal-title":"J. Psychiatr. Res."},{"key":"B86","doi-asserted-by":"publisher","first-page":"926","DOI":"10.1002\/bit.20432","article-title":"Advanced Engineering Mathematics","volume":"90","author":"Zill","year":"2000","journal-title":"Biotechnol. Bioeng."}],"container-title":["Frontiers in Neuroscience"],"original-title":[],"link":[{"URL":"http:\/\/journal.frontiersin.org\/article\/10.3389\/fnins.2016.00604\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,17]],"date-time":"2019-09-17T20:24:09Z","timestamp":1568751849000},"score":1,"resource":{"primary":{"URL":"http:\/\/journal.frontiersin.org\/article\/10.3389\/fnins.2016.00604\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,1,26]]},"references-count":87,"URL":"https:\/\/doi.org\/10.3389\/fnins.2016.00604","relation":{},"ISSN":["1662-453X"],"issn-type":[{"value":"1662-453X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,1,26]]}}}