{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,3]],"date-time":"2026-02-03T00:18:01Z","timestamp":1770077881350,"version":"3.49.0"},"reference-count":139,"publisher":"MDPI AG","issue":"13","license":[{"start":{"date-parts":[[2022,6,29]],"date-time":"2022-06-29T00:00:00Z","timestamp":1656460800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>A systematic review on electroencephalographic (EEG)-based feature extraction strategies to diagnosis and therapy of attention deficit hyperactivity disorder (ADHD) in children is presented. The analysis is realized at an executive function level to improve the research of neurocorrelates of heterogeneous disorders such as ADHD. The Quality Assessment Tool for Quantitative Studies (QATQS) and field-weighted citation impact metric (Scopus) were used to assess the methodological rigor of the studies and their impact on the scientific community, respectively. One hundred and one articles, concerning the diagnostics and therapy of ADHD children aged from 8 to 14, were collected. Event-related potential components were mainly exploited for executive functions related to the cluster inhibition, whereas band power spectral density is the most considered EEG feature for executive functions related to the cluster working memory. This review identifies the most used (also by rigorous and relevant articles) EEG signal processing strategies for executive function assessment in ADHD.<\/jats:p>","DOI":"10.3390\/s22134934","type":"journal-article","created":{"date-parts":[[2022,6,29]],"date-time":"2022-06-29T22:43:28Z","timestamp":1656542608000},"page":"4934","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":21,"title":["A Systematic Review on Feature Extraction in Electroencephalography-Based Diagnostics and Therapy in Attention Deficit Hyperactivity Disorder"],"prefix":"10.3390","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5192-5922","authenticated-orcid":false,"given":"Pasquale","family":"Arpaia","sequence":"first","affiliation":[{"name":"Department of Electrical Engineering and Information Technologies (DIETI), University of Naples \u201cFederico II\u201d, 80121 Naples, Italy"},{"name":"Interdepartmental Research Center on Management and Innovation in Healthcare (CIRMIS), University of Naples \u201cFederico II\u201d, 80121 Naples, Italy"}]},{"given":"Attilio","family":"Covino","sequence":"additional","affiliation":[{"name":"Villa delle Ginestre, Rehabilitation Center, 80040 Naples, Italy"}]},{"given":"Loredana","family":"Cristaldi","sequence":"additional","affiliation":[{"name":"Department of Electronics, Information e Bioengineering, Milan Polytechnic, 20133 Milan, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4565-2769","authenticated-orcid":false,"given":"Mirco","family":"Frosolone","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and Information Technologies (DIETI), University of Naples \u201cFederico II\u201d, 80121 Naples, Italy"}]},{"given":"Ludovica","family":"Gargiulo","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and Information Technologies (DIETI), University of Naples \u201cFederico II\u201d, 80121 Naples, Italy"}]},{"given":"Francesca","family":"Mancino","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and Information Technologies (DIETI), University of Naples \u201cFederico II\u201d, 80121 Naples, Italy"}]},{"given":"Federico","family":"Mantile","sequence":"additional","affiliation":[{"name":"Villa delle Ginestre, Rehabilitation Center, 80040 Naples, Italy"}]},{"given":"Nicola","family":"Moccaldi","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and Information Technologies (DIETI), University of Naples \u201cFederico II\u201d, 80121 Naples, Italy"}]}],"member":"1968","published-online":{"date-parts":[[2022,6,29]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"American Psychiatric Association (2013). Diagnostic and Statistical Manual of Mental Disorders: DSM-5, American Psychiatric Association.","DOI":"10.1176\/appi.books.9780890425596"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"641","DOI":"10.1176\/ajp.95.3.641","article-title":"Electroencephalographic analyses of behavior problem children","volume":"95","author":"Jasper","year":"1938","journal-title":"Am. J. Psychiatry"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"498","DOI":"10.1007\/s11920-014-0498-0","article-title":"Use of EEG to diagnose ADHD","volume":"16","author":"Lenartowicz","year":"2014","journal-title":"Curr. Psychiatry Rep."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1007\/BF01000016","article-title":"Discourse on the development of EEG diagnostics and biofeedback for attention-deficit\/hyperactivity disorders","volume":"16","author":"Lubar","year":"1991","journal-title":"Biofeedback Self-Regul."},{"key":"ref_5","first-page":"25","article-title":"Neuropsychiatric EEG-based assessment aid system","volume":"42","author":"Thomas","year":"2017","journal-title":"US Pharm"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1007\/s10484-005-8422-3","article-title":"Neurofeedback: An alternative and efficacious treatment for attention deficit hyperactivity disorder","volume":"30","author":"Fox","year":"2005","journal-title":"Appl. Psychophysiol. Biofeedback"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1177\/1087054713510349","article-title":"Are there executive dysfunction subtypes within ADHD?","volume":"21","author":"Roberts","year":"2017","journal-title":"J. Atten. Disord."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1037\/0033-2909.121.1.65","article-title":"Behavioral inhibition, sustained attention, and executive functions: Constructing a unifying theory of ADHD","volume":"121","author":"Barkley","year":"1997","journal-title":"Psychol. Bull."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"499","DOI":"10.1016\/S1056-4993(18)30103-2","article-title":"Attention-deficit\/hyperactivity disorder, predominantly inattentive subtype","volume":"9","author":"Carlson","year":"2000","journal-title":"Child Adolesc. Psychiatr. Clin. North Am."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1006\/cogp.1999.0734","article-title":"The unity and diversity of executive functions and their contributions to complex \u201cfrontal lobe\u201d tasks: A latent variable analysis","volume":"41","author":"Miyake","year":"2000","journal-title":"Cogn. Psychol."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1038","DOI":"10.1176\/appi.ajp.2012.11101521","article-title":"Toward systems neuroscience of ADHD: A meta-analysis of 55 fMRI studies","volume":"169","author":"Cortese","year":"2012","journal-title":"Am. J. Psychiatry"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"781","DOI":"10.1076\/jcen.24.6.781.8395","article-title":"Training of working memory in children with ADHD","volume":"24","author":"Klingberg","year":"2002","journal-title":"J. Clin. Exp. Neuropsychol."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1146\/annurev-psych-113011-143750","article-title":"executive functions","volume":"64","author":"Diamond","year":"2013","journal-title":"Annu. Rev. Psychol."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Collins, A., and Koechlin, E. (2012). Reasoning, learning, and creativity: Frontal lobe function and human decision-making. PLoS Biol., 10.","DOI":"10.1371\/journal.pbio.1001293"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1111\/j.1748-6653.2011.02005.x","article-title":"Prefrontal cortex dysfunction and \u2018Jumping to Conclusions\u2019: Bias or deficit?","volume":"6","author":"Lunt","year":"2012","journal-title":"J. Neuropsychol."},{"key":"ref_16","unstructured":"Baddeley, A.D., and Hitch, G. (2001). Working Memory in Perspective, Psychology Press."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"1735","DOI":"10.1109\/TMM.2021.3070138","article-title":"Deep-irtarget: An automatic target detector in infrared imagery using dual-domain feature extraction and allocation","volume":"24","author":"Zhang","year":"2021","journal-title":"IEEE Trans. Multimed."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1016\/j.neucom.2021.10.110","article-title":"Graph-based few-shot learning with transformed feature propagation and optimal class allocation","volume":"470","author":"Zhang","year":"2022","journal-title":"Neurocomputing"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"e1","DOI":"10.1016\/j.jclinepi.2009.06.006","article-title":"The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: Explanation and elaboration","volume":"62","author":"Liberati","year":"2009","journal-title":"J. Clin. Epidemiol."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1016\/j.infsof.2008.09.009","article-title":"Systematic literature reviews in software engineering\u2013a systematic literature review","volume":"51","author":"Kitchenham","year":"2009","journal-title":"Inf. Softw. Technol."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1037\/0096-3445.133.1.101","article-title":"The relations among inhibition and interference control functions: A latent-variable analysis","volume":"133","author":"Friedman","year":"2004","journal-title":"J. Exp. Psychol. Gen."},{"key":"ref_22","unstructured":"Parasuraman, R. (1998). Executive Attention: Conflict, Target Detection, and Cognitive Control. The Attentive Brain, MIT Press."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"660","DOI":"10.3389\/fpsyg.2018.00660","article-title":"Response inhibition and interference suppression in individuals with down syndrome compared to typically developing children","volume":"9","author":"Traverso","year":"2018","journal-title":"Front. Psychol."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"143","DOI":"10.3758\/BF03203267","article-title":"Effects of noise letters upon the identification of a target letter in a nonsearch task","volume":"16","author":"Eriksen","year":"1974","journal-title":"Percept. Psychophys."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1037\/0012-1649.35.1.205","article-title":"Development of inhibitory control across the life span","volume":"35","author":"Williams","year":"1999","journal-title":"Dev. Psychol."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1016\/S0896-6273(01)00583-9","article-title":"Immature frontal lobe contributions to cognitive control in children: Evidence from fMRI","volume":"33","author":"Bunge","year":"2002","journal-title":"Neuron"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1016\/j.lindif.2010.09.012","article-title":"Assessing working memory in Spanish-speaking children: Automated Working Memory Assessment battery adaptation","volume":"21","author":"Calero","year":"2011","journal-title":"Learn. Individ. Differ."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1037\/0096-3445.125.1.4","article-title":"The separability of working memory resources for spatial thinking and language processing: An individual differences approach","volume":"125","author":"Shah","year":"1996","journal-title":"J. Exp. Psychol. Gen."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1002\/hbm.20131","article-title":"N-back working memory paradigm: A meta-analysis of normative functional neuroimaging studies","volume":"25","author":"Owen","year":"2005","journal-title":"Hum. Brain Mapp."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1080\/01688639408402641","article-title":"Evidence from two genetic syndromes for a dissociation between verbal and visual-spatial short-term memory","volume":"16","author":"Wang","year":"1994","journal-title":"J. Clin. Exp. Neuropsychol."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"2083","DOI":"10.3758\/s13428-021-01551-3","article-title":"Considerations for using the Wisconsin Card Sorting Test to assess cognitive flexibility","volume":"53","author":"Miles","year":"2021","journal-title":"Behav. Res. Methods"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"176","DOI":"10.1111\/j.1524-475X.2004.04006.x","article-title":"A process for systematically reviewing the literature: Providing the research evidence for public health nursing interventions","volume":"1","author":"Thomas","year":"2004","journal-title":"Worldviews Evid.-Based Nurs."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1111\/j.1365-2753.2010.01516.x","article-title":"Assessment of study quality for systematic reviews: A comparison of the Cochrane Collaboration Risk of Bias Tool and the Effective Public Health Practice Project Quality Assessment Tool: Methodological research","volume":"18","author":"Stiles","year":"2012","journal-title":"J. Eval. Clin. Pract."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Evans, N., Lasen, M., and Tsey, K. (2015). Appendix A: Effective public health practice project (EPHPP) quality assessment tool for quantitative studies. A Systematic Review of Rural Development Research, SpringerBriefs in Public Health.","DOI":"10.1007\/978-3-319-17284-2"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/S1697-2600(13)70007-3","article-title":"Standards on how to develop and report systematic reviews in Psychology and Health","volume":"13","year":"2013","journal-title":"Int. J. Clin. Health Psychol."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Meyer, K.N., Santillana, R., Miller, B., Clapp, W., Way, M., Bridgman-Goines, K., and Sheridan, M.A. (2020). Computer-based inhibitory control training in children with Attention-Deficit\/Hyperactivity Disorder (ADHD): Evidence for behavioral and neural impact. PLoS ONE, 15.","DOI":"10.1371\/journal.pone.0241352"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"555","DOI":"10.1016\/j.braindev.2020.05.007","article-title":"Executive dysfunction in medication-na\u00efve children with ADHD: A multi-modal fNIRS and EEG study","volume":"42","author":"Kaga","year":"2020","journal-title":"Brain Dev."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1080\/21622965.2018.1556101","article-title":"Effect of combined neurofeedback and game-based cognitive training on the treatment of ADHD: A randomized controlled study","volume":"9","author":"Rajabi","year":"2020","journal-title":"Appl. Neuropsychol. Child"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1177\/1550059419879020","article-title":"Individualized neurofeedback training may help achieve long-term improvement of working memory in children with ADHD","volume":"51","author":"Dobrakowski","year":"2020","journal-title":"Clin. EEG Neurosci."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1815","DOI":"10.1111\/ejn.14642","article-title":"Increased mirror overflow movements in ADHD are associated with altered EEG alpha\/beta band desynchronization","volume":"51","author":"McAuliffe","year":"2020","journal-title":"Eur. J. Neurosci."},{"key":"ref_41","first-page":"e60710","article-title":"Event related potentials (ERPs) and other EEG based methods for extracting biomarkers of brain dysfunction: Examples from pediatric attention deficit\/hyperactivity disorder (ADHD)","volume":"12","author":"Ogrim","year":"2020","journal-title":"JoVE (J. Vis. Exp.)"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"917","DOI":"10.1111\/jcpp.13042","article-title":"Alpha modulation during working memory encoding predicts neurocognitive impairment in ADHD","volume":"60","author":"Lenartowicz","year":"2019","journal-title":"J. Child Psychol. Psychiatry"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"960","DOI":"10.1016\/j.euroneuro.2019.05.003","article-title":"Bereitschaftspotential and lateralized readiness potential in children with attention deficit hyperactivity disorder: Altered motor system activation and effects of methylphenidate","volume":"29","author":"Jarczok","year":"2019","journal-title":"Eur. Neuropsychopharmacol."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1016\/j.cortex.2019.03.005","article-title":"Oscillatory neural networks underlying resting-state, attentional control and social cognition task conditions in children with ASD, ADHD and ASD+ ADHD","volume":"117","author":"Shephard","year":"2019","journal-title":"Cortex"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"100623","DOI":"10.1016\/j.dcn.2019.100623","article-title":"Evidence for an altered architecture and a hierarchical modulation of inhibitory control processes in ADHD","volume":"36","author":"Chmielewski","year":"2019","journal-title":"Dev. Cogn. Neurosci."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"927","DOI":"10.1016\/j.bbe.2020.04.006","article-title":"Diagnosis of attention deficit hyperactivity disorder with combined time and frequency features","volume":"40","author":"Dolu","year":"2020","journal-title":"Biocybern. Biomed. Eng."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"37","DOI":"10.3389\/fnsys.2020.00037","article-title":"Lateral prefrontal theta oscillations reflect proactive cognitive control impairment in males with attention deficit hyperactivity disorder","volume":"14","author":"Zamorano","year":"2020","journal-title":"Front. Syst. Neurosci."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/j.neulet.2014.08.050","article-title":"Refining the picture of reduced alerting responses in ADHD\u2013A single-trial analysis of event-related potentials","volume":"582","author":"Heinrich","year":"2014","journal-title":"Neurosci. Lett."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Lim, C.G., Lee, T.S., Guan, C., Fung, D.S.S., Zhao, Y., Teng, S.S.W., Zhang, H., and Krishnan, K.R.R. (2012). A brain-computer interface based attention training program for treating attention deficit hyperactivity disorder. PLoS ONE, 7.","DOI":"10.1371\/journal.pone.0046692"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.neuropsychologia.2017.06.003","article-title":"Frontal alpha asymmetry predicts inhibitory processing in youth with attention deficit\/hyperactivity disorder","volume":"102","author":"Ellis","year":"2017","journal-title":"Neuropsychologia"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"633","DOI":"10.1080\/13803395.2017.1406897","article-title":"Different cortical source activation patterns in children with attention deficit hyperactivity disorder during a time reproduction task","volume":"40","author":"Khoshnoud","year":"2018","journal-title":"J. Clin. Exp. Neuropsychol."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"3","DOI":"10.3389\/fnhum.2018.00003","article-title":"On the efficiency of individualized theta\/beta ratio neurofeedback combined with forehead EMG training in ADHD children","volume":"12","author":"Bazanova","year":"2018","journal-title":"Front. Hum. Neurosci."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1016\/j.brainresbull.2016.03.007","article-title":"Complexity analysis of brain activity in attention-deficit\/hyperactivity disorder: A multiscale entropy analysis","volume":"124","author":"Chenxi","year":"2016","journal-title":"Brain Res. Bull."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"633","DOI":"10.1111\/jcpp.12517","article-title":"A randomized controlled trial into the effects of neurofeedback, methylphenidate, and physical activity on EEG power spectra in children with ADHD","volume":"57","author":"Janssen","year":"2016","journal-title":"J. Child Psychol. Psychiatry"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1007\/s10484-015-9314-9","article-title":"Effect of EEG biofeedback on cognitive flexibility in children with attention deficit hyperactivity disorder with and without epilepsy","volume":"41","author":"Bakhtadze","year":"2016","journal-title":"Appl. Psychophysiol. Biofeedback"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1080\/13803395.2015.1119252","article-title":"Electroencephalogram complexity analysis in children with attention-deficit\/hyperactivity disorder during a visual cognitive task","volume":"38","author":"Zarafshan","year":"2016","journal-title":"J. Clin. Exp. Neuropsychol."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"930","DOI":"10.1111\/ped.12668","article-title":"Electroencephalogram valid rate in simple reaction time task as an easy index of children\u2019s attention functions","volume":"57","author":"Liao","year":"2015","journal-title":"Pediatr. Int."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1045","DOI":"10.1166\/jmihi.2015.1492","article-title":"Development and evaluation of an interactive electro-encephalogram-based neurofeedback system for training attention and attention defects in children","volume":"5","author":"Israsena","year":"2015","journal-title":"J. Med. Imaging Health Inform."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1177\/1550059414527284","article-title":"Use of EEG beta-1 power and theta\/beta ratio over Broca\u2019s area to confirm diagnosis of attention deficit\/hyperactivity disorder in children","volume":"46","author":"Sangal","year":"2015","journal-title":"Clin. EEG Neurosci."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1016\/j.ijchp.2015.04.003","article-title":"Neurofeedback, pharmacological treatment and behavioral therapy in hyperactivity: Multilevel analysis of treatment effects on electroencephalography","volume":"15","year":"2015","journal-title":"Int. J. Clin. Health Psychol."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"277","DOI":"10.14704\/nq.2017.15.2.1073","article-title":"Neurofeedback training intervention for enhancing working memory function in attention deficit and hyperactivity disorder (ADHD) Chinese students","volume":"15","author":"Wang","year":"2017","journal-title":"NeuroQuantology"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1016\/S0887-8994(02)00514-3","article-title":"EEG differences in ADHD-combined type during baseline and cognitive tasks","volume":"28","author":"Swartwood","year":"2003","journal-title":"Pediatr. Neurol."},{"key":"ref_63","first-page":"382","article-title":"Children with ADHD shown different alpha, beta and SMR EEG bands during habil motor tasks with high attention demand","volume":"24","author":"Silva","year":"2018","journal-title":"Rev. Bras. De Med. Do Esporte"},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"97","DOI":"10.7358\/neur-2018-024-fabi","article-title":"Frequency bands in seeing and remembering: Comparing ADHD and typically developing children","volume":"24","author":"Fabio","year":"2018","journal-title":"Neuropsychol. Trends"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"2675","DOI":"10.1007\/s10916-011-9742-x","article-title":"Decision support algorithm for diagnosis of ADHD using electroencephalograms","volume":"36","author":"Abibullaev","year":"2012","journal-title":"J. Med. Syst."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"230","DOI":"10.1016\/j.ijpsycho.2011.06.016","article-title":"Dynamic changes in quantitative electroencephalogram during continuous performance test in children with attention-deficit\/hyperactivity disorder","volume":"81","author":"Nazari","year":"2011","journal-title":"Int. J. Psychophysiol."},{"key":"ref_67","first-page":"167","article-title":"Designing a brain-computer interface device for neurofeedback using virtual environments","volume":"28","author":"Yan","year":"2008","journal-title":"J. Med. Biol. Eng."},{"key":"ref_68","first-page":"47","article-title":"Changes in cognitive evoked potentials during non pharmacological treatment in children with attention deficit\/hyperactivity disorder","volume":"192","author":"Bakhtadze","year":"2011","journal-title":"Georgian Med. News"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"611","DOI":"10.3389\/fnhum.2014.00611","article-title":"EEG spectral analysis of attention in ADHD: Implications for neurofeedback training?","volume":"8","author":"Heinrich","year":"2014","journal-title":"Front. Hum. Neurosci."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1007\/s10484-014-9257-6","article-title":"The effects of individual upper alpha neurofeedback in ADHD: An open-label pilot study","volume":"39","author":"Escolano","year":"2014","journal-title":"Appl. Psychophysiol. Biofeedback"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"420","DOI":"10.1177\/1087054713482580","article-title":"A proposed multisite double-blind randomized clinical trial of neurofeedback for ADHD: Need, rationale, and strategy","volume":"17","author":"Kerson","year":"2013","journal-title":"J. Atten. Disord."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"617","DOI":"10.1016\/j.biopsych.2009.11.022","article-title":"Functional disconnection of frontal cortex and visual cortex in attention-deficit\/hyperactivity disorder","volume":"67","author":"Mazaheri","year":"2010","journal-title":"Biol. Psychiatry"},{"key":"ref_73","first-page":"50","article-title":"Quantative EEG During Baseline and Various Cognitive Tasks in Children with Attention deficit\/hyperactivity Disorder","volume":"186","author":"Bakhtadze","year":"2010","journal-title":"Georgian Med."},{"key":"ref_74","first-page":"287","article-title":"Frontal theta\/beta ratio changes during TOVA in Egyptian ADHD children","volume":"22","author":"Halawa","year":"2017","journal-title":"Neurosci. J."},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Kim, J.W., Kim, B.N., Lee, J., Na, C., Kee, B.S., Min, K.J., Han, D.H., Kim, J.I., and Lee, Y.S. (2016). Desynchronization of theta-phase gamma-amplitude coupling during a mental arithmetic task in children with attention deficit\/hyperactivity disorder. PLoS ONE, 11.","DOI":"10.1371\/journal.pone.0145288"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"1038","DOI":"10.3389\/fnhum.2014.01038","article-title":"Near-infrared spectroscopy (NIRS) neurofeedback as a treatment for children with attention deficit hyperactivity disorder (ADHD)\u2014A pilot study","volume":"8","author":"Marx","year":"2015","journal-title":"Front. Hum. Neurosci."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"329","DOI":"10.1080\/87565641.2015.1086770","article-title":"Children with ADHD show impairments in multiple stages of information processing in a Stroop task: An ERP study","volume":"40","author":"Bryce","year":"2015","journal-title":"Dev. Neuropsychol."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"801","DOI":"10.1111\/jcpp.12348","article-title":"Increased reaction time variability in attention-deficit hyperactivity disorder as a response-related phenomenon: Evidence from single-trial event-related potentials","volume":"56","author":"Saville","year":"2015","journal-title":"J. Child Psychol. Psychiatry"},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1177\/1550059414523959","article-title":"Small-world brain functional networks in children with attention-deficit\/hyperactivity disorder revealed by EEG synchrony","volume":"46","author":"Liu","year":"2015","journal-title":"Clin. EEG Neurosci."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"1171","DOI":"10.1523\/JNEUROSCI.1765-13.2014","article-title":"Electroencephalography correlates of spatial working memory deficits in attention-deficit\/hyperactivity disorder: Vigilance, encoding, and maintenance","volume":"34","author":"Lenartowicz","year":"2014","journal-title":"J. Neurosci."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"1989","DOI":"10.1016\/j.clinph.2012.03.016","article-title":"First clinical trial of tomographic neurofeedback in attention-deficit\/hyperactivity disorder: Evaluation of voluntary cortical control","volume":"123","author":"Liechti","year":"2012","journal-title":"Clin. Neurophysiol."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1016\/j.neucli.2010.03.001","article-title":"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","volume":"40","author":"Nazari","year":"2010","journal-title":"Neurophysiol. Clin. Neurophysiol."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1016\/j.clinph.2008.10.017","article-title":"Do children with ADHD and\/or PDD-NOS differ in reactivity of alpha\/theta ERD\/ERS to manipulations of cognitive load and stimulus relevance?","volume":"120","author":"Gomarus","year":"2009","journal-title":"Clin. Neurophysiol."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"1445","DOI":"10.1007\/s00702-008-0104-x","article-title":"Slow cortical potential neurofeedback in attention deficit hyperactivity disorder: Is there neurophysiological evidence for specific effects?","volume":"115","author":"Doehnert","year":"2008","journal-title":"J. Neural Transm."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"254","DOI":"10.1016\/j.ics.2004.04.032","article-title":"Longitudinal change of ERP during cued continuous performance test in child with attention-deficit\/hyperactivity disorder","volume":"1270","author":"Okazaki","year":"2004","journal-title":"Int. Congr. Ser."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1016\/j.brainres.2012.11.036","article-title":"Exogenous orienting of visual-spatial attention in ADHD children","volume":"1493","author":"Ortega","year":"2013","journal-title":"Brain Res."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1007\/s13534-016-0218-2","article-title":"EEG classification of ADHD and normal children using non-linear features and neural network","volume":"6","author":"Mohammadi","year":"2016","journal-title":"Biomed. Eng. Lett."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"105738","DOI":"10.1016\/j.cmpb.2020.105738","article-title":"Diagnose ADHD disorder in children using convolutional neural network based on continuous mental task EEG","volume":"197","author":"Moghaddari","year":"2020","journal-title":"Comput. Methods Programs Biomed."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"8367","DOI":"10.1007\/s00521-019-04294-7","article-title":"Combining functional near-infrared spectroscopy and EEG measurements for the diagnosis of attention-deficit hyperactivity disorder","volume":"32","author":"Dolu","year":"2020","journal-title":"Neural Comput. Appl."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"1491","DOI":"10.1007\/s11071-021-06336-z","article-title":"Methodology proposal of ADHD classification of children based on cross recurrence plots","volume":"104","year":"2021","journal-title":"Nonlinear Dyn."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1300\/J184v01n04_04","article-title":"Improved neuronal regulation in ADHD: An application of 15 sessions of photic-driven EEG neurotherapy","volume":"1","author":"Patrick","year":"1996","journal-title":"J. Neurother."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"1009","DOI":"10.1097\/00004583-199608000-00011","article-title":"Quantitative EEG differences in a nonclinical sample of children with ADHD and undifferentiated ADD","volume":"35","author":"Kuperman","year":"1996","journal-title":"J. Am. Acad. Child Adolesc. Psychiatry"},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1016\/S0166-4328(97)00174-5","article-title":"Neuroelectric mapping reveals precursor of stop failures in children with attention deficits","volume":"94","author":"Brandeis","year":"1998","journal-title":"Behav. Brain Res."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1023\/A:1022247405278","article-title":"Electroencephalographic and psychometric differences between boys with and without Attention-Deficit\/Hyperactivity Disorder (ADHD): A pilot study","volume":"23","author":"Cox","year":"1998","journal-title":"Appl. Psychophysiol. Biofeedback"},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1300\/J184v04n02_04","article-title":"Audio-visual entrainment program as a treatment for behavior disorders in a school setting","volume":"4","author":"Joyce","year":"2000","journal-title":"J. Neurother."},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1300\/J184v04n03_02","article-title":"EEG biofeedback training and attention-deficit\/ hyperactivity disorder in an elementary school setting","volume":"4","author":"Carmody","year":"2000","journal-title":"J. Neurother."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1023\/A:1011339206875","article-title":"A psychophysiological marker of attention deficit\/ hyperactivity disorder (ADHD)\u2014Defining the EEG consistency index","volume":"26","author":"Kovatchev","year":"2001","journal-title":"Appl. Psychophysiol. Biofeedback"},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"1173","DOI":"10.1016\/j.jaac.2013.08.002","article-title":"A potential electroencephalography and cognitive biosignature for the child behavior checklist\u2013dysregulation profile","volume":"52","author":"McGough","year":"2013","journal-title":"J. Am. Acad. Child Adolesc. Psychiatry"},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"13","DOI":"10.14257\/ijbsbt.2014.6.4.02","article-title":"The effects of neurofeedback training on concentration in children with attention deficit\/hyperactivity disorder","volume":"6","author":"Kim","year":"2014","journal-title":"Int. J. Bio-Sci. Bio-Technol."},{"key":"ref_100","doi-asserted-by":"crossref","unstructured":"Baijot, S., Cevallos, C., Zarka, D., Leroy, A., Slama, H., Colin, C., Deconinck, N., Dan, B., and Cheron, G. (2017). EEG dynamics of a go\/nogo task in children with ADHD. Brain Sci., 7.","DOI":"10.3390\/brainsci7120167"},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1177\/1550059414553244","article-title":"Electroencephalographic activity before and after cognitive effort in children with attention deficit\/hyperactivity disorder","volume":"46","author":"Buyck","year":"2015","journal-title":"Clin. EEG Neurosci."},{"key":"ref_102","doi-asserted-by":"crossref","unstructured":"Lim, C.G., Poh, X.W.W., Fung, S.S.D., Guan, C., Bautista, D., Cheung, Y.B., Zhang, H., Yeo, S.N., Krishnan, R., and Lee, T.S. (2019). A randomized controlled trial of a brain-computer interface based attention training program for ADHD. PLoS ONE, 14.","DOI":"10.1371\/journal.pone.0216225"},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"35","DOI":"10.3109\/15622975.2011.600354","article-title":"Intelligence moderates impulsivity and attention in ADHD children: An ERP study using a go\/nogo paradigm","volume":"12","author":"Buchmann","year":"2011","journal-title":"World J. Biol. Psychiatry"},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1007\/s00702-013-1097-7","article-title":"Motor cortical inhibition in ADHD: Modulation of the transcranial magnetic stimulation-evoked N100 in a response control task","volume":"121","author":"Hoegl","year":"2014","journal-title":"J. Neural Transm."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1016\/j.clinph.2008.10.018","article-title":"ERP correlates of selective attention and working memory capacities in children with ADHD and\/or PDD-NOS","volume":"120","author":"Gomarus","year":"2009","journal-title":"Clin. Neurophysiol."},{"key":"ref_106","doi-asserted-by":"crossref","first-page":"2476","DOI":"10.1016\/j.clinph.2008.08.004","article-title":"Error and feedback processing in children with ADHD and children with Autistic Spectrum Disorder: An EEG event-related potential study","volume":"119","author":"Groen","year":"2008","journal-title":"Clin. Neurophysiol."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1300\/J184v11n02_02","article-title":"Changes in EEG spectrograms, event-related potentials and event-related desynchronization induced by relative beta training in ADHD children","volume":"11","author":"Kropotov","year":"2007","journal-title":"J. Neurother."},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"1788","DOI":"10.1093\/cercor\/bhl089","article-title":"Functional connectivity of frontal cortex in healthy and ADHD children reflected in EEG coherence","volume":"17","author":"Murias","year":"2007","journal-title":"Cereb. Cortex"},{"key":"ref_109","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1300\/J184v09n04_03","article-title":"Case study: Improvements in IQ score and maintenance of gains following EEG biofeedback with mildly developmentally delayed twins","volume":"9","author":"Fleischman","year":"2006","journal-title":"J. Neurother."},{"key":"ref_110","first-page":"368","article-title":"A Controlled study of the effectiveness of EEG biofeedback training on children with attention deficit hyperactivity disorder","volume":"25","author":"Xiong","year":"2005","journal-title":"J. Huazhong Univ. Sci. Technol. Med. Sci."},{"key":"ref_111","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1016\/j.ijpsycho.2004.05.011","article-title":"ERPs correlates of EEG relative beta training in ADHD children","volume":"55","author":"Kropotov","year":"2005","journal-title":"Int. J. Psychophysiol."},{"key":"ref_112","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1016\/j.ijpsycho.2005.03.012","article-title":"Event-related potentials in attention-deficit\/hyperactivity disorder of the predominantly inattentive type: An investigation of EEG-defined subtypes","volume":"58","author":"Brown","year":"2005","journal-title":"Int. J. Psychophysiol."},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1016\/j.neuroimage.2015.06.054","article-title":"Lateralized modulation of posterior alpha oscillations in children","volume":"123","author":"Vollebregt","year":"2015","journal-title":"NeuroImage"},{"key":"ref_114","doi-asserted-by":"crossref","first-page":"2182","DOI":"10.1016\/j.clinph.2016.01.021","article-title":"Posterior alpha oscillations reflect attentional problems in boys with attention deficit hyperactivity disorder","volume":"127","author":"Vollebregt","year":"2016","journal-title":"Clin. Neurophysiol."},{"key":"ref_115","doi-asserted-by":"crossref","unstructured":"Bluschke, A., M\u00fcckschel, M., Roessner, V., and Beste, C. (2020). Intact Stimulus\u2013Response Conflict Processing in ADHD\u2014Multilevel Evidence and Theoretical Implications. J. Clin. Med., 9.","DOI":"10.3390\/jcm9010234"},{"key":"ref_116","doi-asserted-by":"crossref","first-page":"41","DOI":"10.3109\/00207459608990752","article-title":"Topographical analyses of attention disorders of childhood","volume":"87","author":"DeFrance","year":"1996","journal-title":"Int. J. Neurosci."},{"key":"ref_117","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1016\/j.ijpsycho.2010.03.010","article-title":"Varying required effort during interference control in children with AD\/HD: Task performance and ERPs","volume":"76","author":"Johnstone","year":"2010","journal-title":"Int. J. Psychophysiol."},{"key":"ref_118","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1016\/j.ijpsycho.2008.11.007","article-title":"Response inhibition and interference control in children with AD\/HD: A visual ERP investigation","volume":"72","author":"Johnstone","year":"2009","journal-title":"Int. J. Psychophysiol."},{"key":"ref_119","doi-asserted-by":"crossref","first-page":"1191","DOI":"10.1016\/j.nicl.2018.10.027","article-title":"A comparative study on the neurophysiological mechanisms underlying effects of methylphenidate and neurofeedback on inhibitory control in attention deficit hyperactivity disorder","volume":"20","author":"Bluschke","year":"2018","journal-title":"NeuroImage: Clin."},{"key":"ref_120","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1007\/s12402-009-0017-z","article-title":"A pilot study of combined working memory and inhibition training for children with AD\/HD","volume":"2","author":"Johnstone","year":"2010","journal-title":"ADHD Atten. Deficit Hyperact. Disord."},{"key":"ref_121","doi-asserted-by":"crossref","first-page":"100671","DOI":"10.1016\/j.dcn.2019.100671","article-title":"Abnormal alpha modulation in response to human eye gaze predicts inattention severity in children with ADHD","volume":"38","author":"Guo","year":"2019","journal-title":"Dev. Cogn. Neurosci."},{"key":"ref_122","doi-asserted-by":"crossref","first-page":"108080","DOI":"10.1016\/j.biopsycho.2021.108080","article-title":"Aiding diagnosis of childhood attention-deficit\/hyperactivity disorder of the inattentive presentation: Discriminant function analysis of multi-domain measures including EEG","volume":"161","author":"Johnstone","year":"2021","journal-title":"Biol. Psychol."},{"key":"ref_123","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/j.ijpsycho.2007.05.011","article-title":"Behavioural and ERP indices of response inhibition during a Stop-signal task in children with two subtypes of Attention-Deficit Hyperactivity Disorder","volume":"66","author":"Johnstone","year":"2007","journal-title":"Int. J. Psychophysiol."},{"key":"ref_124","doi-asserted-by":"crossref","unstructured":"Sushmitha, S., Devi, B.T., Mahesh, V., Geethanjali, B., Kumar, K.A., and Pavithran, P. (2021). Virtual Reality Therapy in Prolonging Attention Spans for ADHD. Advances in Biomedical Engineering and Technology, Springer.","DOI":"10.1007\/978-981-15-6329-4_32"},{"key":"ref_125","doi-asserted-by":"crossref","unstructured":"Soysal, \u00d6.M., Kiran, F., and Chen, J. (2020, January 22\u201324). Quantifying Brain Activity State: EEG analysis of Background Music in A Serious Game on Attention of Children. Proceedings of the 2020 4th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT), Istanbul, Turkey.","DOI":"10.1109\/ISMSIT50672.2020.9255308"},{"key":"ref_126","doi-asserted-by":"crossref","unstructured":"Khoshnoud, S., Nazari, M.A., and Shamsi, M. (2020, January 24\u201326). Source-based Multifractal Detrended Fluctuation Analysis for Discrimination of ADHD Children in a Time Reproduction Paradigm. Proceedings of the BIOSIGNALS, Valletta, Malta.","DOI":"10.5220\/0008876700380048"},{"key":"ref_127","doi-asserted-by":"crossref","unstructured":"Tan, Y., Zhu, D., Gao, H., Lin, T.W., Wu, H.K., Yeh, S.C., and Hsu, T.Y. (2019, January 6\u20139). Virtual classroom: An ADHD assessment and diagnosis system based on virtual reality. Proceedings of the 2019 IEEE International Conference on Industrial Cyber Physical Systems (ICPS), Taipei, Taiwan.","DOI":"10.1109\/ICPHYS.2019.8780300"},{"key":"ref_128","doi-asserted-by":"crossref","unstructured":"Mercado-Aguirre, I.M., Guti\u00e9rrez-Ruiz, K., and Contreras-Ortiz, S.H. (2019, January 24\u201326). Acquisition and analysis of cognitive evoked potentials using an emotiv headset for ADHD evaluation in children. Proceedings of the 2019 XXII Symposium on Image, Signal Processing and Artificial Vision (STSIVA), Bucaramanga, Colombia.","DOI":"10.1109\/STSIVA.2019.8730225"},{"key":"ref_129","doi-asserted-by":"crossref","unstructured":"Fahimi, F., Guan, C., Goh, W.B., Ang, K.K., Lim, C.G., and Lee, T.S. (2017, January 11\u201315). Personalized features for attention detection in children with attention deficit hyperactivity disorder. Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Jeju, Korea.","DOI":"10.1109\/EMBC.2017.8036850"},{"key":"ref_130","doi-asserted-by":"crossref","unstructured":"Gabriel, R., Spindola, M.M., Mesquita, A., and Neto, A.Z. (2017, January 23\u201325). Identification of ADHD Cognitive Pattern Disturbances Using EEG and Wavelets Analysis. Proceedings of the 2017 IEEE 17th International Conference on Bioinformatics and Bioengineering (BIBE), Washington, DC, USA.","DOI":"10.1109\/BIBE.2017.00-62"},{"key":"ref_131","doi-asserted-by":"crossref","unstructured":"Chen, C.L., Tang, Y.W., Zhang, N.Q., and Shin, J. (2017, January 8\u201310). Neurofeedback based attention training for children with ADHD. Proceedings of the 2017 IEEE 8th International Conference on Awareness Science and Technology (iCAST), Taichung, Taiwan.","DOI":"10.1109\/ICAwST.2017.8256530"},{"key":"ref_132","doi-asserted-by":"crossref","unstructured":"Bland\u00f3n, D.Z., Mu\u00f1oz, J.E., Lopez, D.S., and Gallo, O.H. (2016, January 27\u201330). Influence of a BCI neurofeedback videogame in children with ADHD. Quantifying the brain activity through an EEG signal processing dedicated toolbox. Proceedings of the 2016 IEEE 11th Colombian Computing Conference (CCC), Popayan, Colombia.","DOI":"10.1109\/ColumbianCC.2016.7750788"},{"key":"ref_133","doi-asserted-by":"crossref","unstructured":"Liu, T., Wang, J., Chen, Y., Wang, R., and Song, M. (2012, January 26\u201331). Neurofeedback treatment experimental study for adhd by using the brain-computer interface neurofeedback system. Proceedings of the World Congress on Medical Physics and Biomedical Engineering, Beijing, China.","DOI":"10.1007\/978-3-642-29305-4_404"},{"key":"ref_134","doi-asserted-by":"crossref","unstructured":"Lee, S.H., Abibullaev, B., Kang, W.S., Shin, Y., and An, J. (2010, January 27\u201330). Analysis of attention deficit hyperactivity disorder in EEG using wavelet transform and self organizing maps. Proceedings of the ICCAS 2010, Gyeonggi-do, Korea.","DOI":"10.1109\/ICCAS.2010.5670255"},{"key":"ref_135","doi-asserted-by":"crossref","unstructured":"Marcano, J.L.L., Bell, M.A., and Beex, A.L. (2016, January 16\u201320). Classification of ADHD and non-ADHD using AR models. Proceedings of the 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Orlando, FL, USA.","DOI":"10.1109\/EMBC.2016.7590715"},{"key":"ref_136","doi-asserted-by":"crossref","unstructured":"Vahid, A., Bluschke, A., Roessner, V., Stober, S., and Beste, C. (2019). Deep learning based on event-related EEG differentiates children with ADHD from healthy controls. J. Clin. Med., 8.","DOI":"10.3390\/jcm8071055"},{"key":"ref_137","doi-asserted-by":"crossref","first-page":"021906","DOI":"10.1103\/PhysRevE.71.021906","article-title":"Multiscale entropy analysis of biological signals","volume":"71","author":"Costa","year":"2005","journal-title":"Phys. Rev. E"},{"key":"ref_138","doi-asserted-by":"crossref","first-page":"2227","DOI":"10.1016\/j.clinph.2011.04.011","article-title":"Lempel\u2013Ziv complexity in schizophrenia: A MEG study","volume":"122","author":"Turrero","year":"2011","journal-title":"Clin. Neurophysiol."},{"key":"ref_139","doi-asserted-by":"crossref","first-page":"2606","DOI":"10.1109\/TBME.2006.883825","article-title":"Analysis of biomedical signals by the Lempel-Ziv complexity: The effect of finite data size","volume":"53","author":"Hu","year":"2006","journal-title":"IEEE Trans. Biomed. Eng."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/22\/13\/4934\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T23:40:39Z","timestamp":1760139639000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/22\/13\/4934"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,29]]},"references-count":139,"journal-issue":{"issue":"13","published-online":{"date-parts":[[2022,7]]}},"alternative-id":["s22134934"],"URL":"https:\/\/doi.org\/10.3390\/s22134934","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,6,29]]}}}