{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,18]],"date-time":"2025-12-18T10:11:45Z","timestamp":1766052705792,"version":"3.48.0"},"reference-count":75,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"King Abdulaziz University (KAU) Endowment (WAQF) at King Abdulaziz University, Jeddah, Saudi Arabia"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3640637","type":"journal-article","created":{"date-parts":[[2025,12,5]],"date-time":"2025-12-05T18:40:02Z","timestamp":1764960002000},"page":"208345-208360","source":"Crossref","is-referenced-by-count":0,"title":["Toward Reliable Imagined-Speech Brain\u2013Computer Interfaces: Subject-Independent Electroencephalogram Classification Using a Rational-Dilation Wavelet Transform and Ensemble Learning"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-2902-7007","authenticated-orcid":false,"given":"Salwa","family":"Alzahrani","sequence":"first","affiliation":[{"name":"Department of Computer Science, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4475-4878","authenticated-orcid":false,"given":"Haneen","family":"Banjar","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4217-647X","authenticated-orcid":false,"given":"Rsha","family":"Mirza","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/access.2022.3165199"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.3389\/fneng.2014.00014"},{"volume-title":"Electroencephalography: Basic Principles, Clinical Applications, and Related Fields","year":"2005","author":"Niedermeyer","key":"ref3"},{"key":"ref4","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/8029.001.0001","volume-title":"Cognitive Neuroscience: The Biology of the Mind","author":"Gazzaniga","year":"2009"},{"volume-title":"An Introduction To the Event-Related Potential Technique","year":"2014","author":"Luck","key":"ref5"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1093\/oxfordhb\/9780198568971.013.0023"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2016.00429"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2560\/4\/2\/R01"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2552\/aab2f2"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-019-1119-1"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2016.00429"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2021.642251"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3390\/s24248168"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1093\/acprof:oso\/9780195050387.001.0001"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.clinph.2006.10.019"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2010.00198"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3389\/fnhum.2022.867281"},{"key":"ref18","first-page":"1157","article-title":"An introduction to variable and feature selection","volume":"3","author":"Guyon","year":"2003","journal-title":"J. Mach. Learn. Res."},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2025-1986"},{"key":"ref20","first-page":"145","article-title":"Independent component analysis of electroencephalographic data","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"8","author":"Makeig"},{"issue":"1","key":"ref21","first-page":"103","article-title":"Wavelet-based denoising of EEG signals using multiscale PCA","volume":"39","author":"Kaur","year":"2019","journal-title":"Biocybernetics Biomed. Eng."},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1098\/rspa.2009.0502"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/tsp.2009.2020756"},{"key":"ref24","article-title":"Improved rational-dilation wavelet transform for biomedical signal analysis","volume":"57","author":"Zhou","year":"2020","journal-title":"Biomed. Signal Process. Control"},{"issue":"12","key":"ref25","first-page":"2651","article-title":"Analysis of EEG signals using R\u00e9nyi entropy","volume":"89","author":"Patidar","year":"2009","journal-title":"Signal Process."},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/0167-2789(88)90081-4"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/0013-4694(70)90143-4"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1201\/9781315372556"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939785"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330701"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2013.00267"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.3389\/fninf.2015.00016"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1995.7.6.1129"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/0168-5597(85)90058-9"},{"issue":"2","key":"ref35","first-page":"1","article-title":"Fundamentals of EEG measurement","volume":"2","author":"Teplan","year":"2002","journal-title":"Meas. Sci. Rev."},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2014.08.002"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.tics.2012.10.007"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2003.10.009"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1111\/1469-8986.3720163"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/0013-4694(83)90135-9"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/86.895947"},{"issue":"1","key":"ref42","first-page":"1","article-title":"Adaptive noise-cancellation techniques for EEG: A review","volume":"16","author":"Daly","year":"2022","journal-title":"IEEE Trans. Biomed. Circuits Syst."},{"issue":"3","key":"ref43","first-page":"287","article-title":"Multiscale RDWT features for emotion recognition from EEG","volume":"11","author":"Mahato","year":"2021","journal-title":"Biomed. Eng. Lett."},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/1374880"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2009.05.008"},{"key":"ref46","volume-title":"The Advanced Theory of Statistics: Distribution Theory","volume":"1","author":"Kendall","year":"1969"},{"key":"ref47","first-page":"231","article-title":"Entropy-based measures in EEG analysis","volume":"293","author":"Zhang","year":"2017","journal-title":"J. Neurosci. Methods"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.pneurobio.2005.10.003"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuron.2013.10.017"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-4380-9_6"},{"issue":"4","key":"ref51","first-page":"1234","article-title":"XGBoost ensemble for robust EEG classification in motor imagery and beyond","volume":"23","author":"Jia","year":"2023","journal-title":"Sensors"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.36871\/ek.up.p.r.2024.12.08.009"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-022-01147-2"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/AIIoT58121.2023.10174580"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.3389\/fnhum.2025.1484470"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/ICHMS53169.2021.9582457"},{"key":"ref57","article-title":"Inner speech recognition through electroencephalographic signals","author":"Gasparini","year":"2022","journal-title":"arXiv:2210.06472"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2022.921642"},{"key":"ref59","article-title":"Investigating the impact of rational dilated wavelet transform on motor imagery EEG decoding with deep learning models","author":"Siino","year":"2025","journal-title":"arXiv:2510.09242"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-42363-6_5"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.3389\/fnbot.2017.00019"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.3390\/s22239282"},{"key":"ref63","first-page":"318","article-title":"Decoding imagined speech from EEG using distributed cortical representations","volume":"181","author":"Pereira","year":"2018","journal-title":"NeuroImage"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2023.3241973"},{"key":"ref65","article-title":"Optimizing tree-based ensemble models for EEG classification","volume":"54","author":"Garc\u00cda-Laencina","year":"2019","journal-title":"Biomed. Signal Process. Control"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2024.128354"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.3390\/bioengineering10060649"},{"issue":"2","key":"ref68","first-page":"1","article-title":"Decoding imagined speech from EEG using a hybrid deep learning model","volume":"14","author":"Alharbi","year":"2024","journal-title":"Life"},{"key":"ref69","first-page":"1","article-title":"Transformer-based EEG classification for inner speech on the thinking out loud dataset","volume-title":"Proc. IEEE IJCNN","author":"Gallo"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.2938"},{"key":"ref71","article-title":"ERP components","volume-title":"The Oxford Handbook of Event-Related Potential Components","author":"Kappenman","year":"2012"},{"issue":"4","key":"ref72","first-page":"351","article-title":"A comparison of robust alternatives to analysis of variance","volume":"9","author":"Keselman","year":"2004","journal-title":"Psychol. Methods"},{"issue":"3","key":"ref73","first-page":"395","article-title":"The robustness of parametric statistical methods against violations of normality","volume":"48","author":"Rasch","year":"2006","journal-title":"Biometrical J."},{"key":"ref74","first-page":"114960","article-title":"Evaluating feature extraction techniques for imagined speech classification using EEG","volume":"8","author":"Cooney","year":"2020","journal-title":"IEEE Access"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1002\/9780470511923"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/11278585.pdf?arnumber=11278585","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,18]],"date-time":"2025-12-18T10:08:05Z","timestamp":1766052485000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11278585\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":75,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3640637","relation":{},"ISSN":["2169-3536"],"issn-type":[{"type":"electronic","value":"2169-3536"}],"subject":[],"published":{"date-parts":[[2025]]}}}