{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,30]],"date-time":"2025-04-30T10:28:57Z","timestamp":1746008937482,"version":"3.37.3"},"reference-count":41,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,2,21]],"date-time":"2022-02-21T00:00:00Z","timestamp":1645401600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,2,21]],"date-time":"2022-02-21T00:00:00Z","timestamp":1645401600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100012632","name":"Nazarbayev University","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100012632","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,2,21]]},"DOI":"10.1109\/bci53720.2022.9734816","type":"proceedings-article","created":{"date-parts":[[2022,3,17]],"date-time":"2022-03-17T20:56:01Z","timestamp":1647550561000},"page":"1-7","source":"Crossref","is-referenced-by-count":1,"title":["Explainable machine learning for memory-related decoding via TabNet and non-linear features"],"prefix":"10.1109","author":[{"given":"Maxim","family":"Mametkulov","sequence":"first","affiliation":[{"name":"Nazarbayev University,Department of Computer Science,Nur-Sultan,Kazakhstan,010000"}]},{"given":"Abay","family":"Artykbayev","sequence":"additional","affiliation":[{"name":"Nazarbayev University,Department of Computer Science,Nur-Sultan,Kazakhstan,010000"}]},{"given":"Darina","family":"Koishigarina","sequence":"additional","affiliation":[{"name":"Nazarbayev University,Department of Computer Science,Nur-Sultan,Kazakhstan,010000"}]},{"given":"Amina","family":"Kenessova","sequence":"additional","affiliation":[{"name":"Nazarbayev University,Department of Computer Science,Nur-Sultan,Kazakhstan,010000"}]},{"given":"Kamilla","family":"Razikhova","sequence":"additional","affiliation":[{"name":"Nazarbayev University,Department of Computer Science,Nur-Sultan,Kazakhstan,010000"}]},{"given":"Taeho","family":"Kang","sequence":"additional","affiliation":[{"name":"Korea University,Department of Brain and Cognitive Engineering,Seoul,South Korea,02855"}]},{"given":"Christian","family":"Wallraven","sequence":"additional","affiliation":[{"name":"Korea University,Department of Artificial Intelligence and the Department of Brain and Cognitive Engineering,Seoul,South Korea,02855"}]},{"given":"Siamac","family":"Fazli","sequence":"additional","affiliation":[{"name":"Nazarbayev University,Department of Computer Science,Nur-Sultan,Kazakhstan,010000"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2009.06.003"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2018.2839116"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2009.5178854"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/S0304-3940(98)00435-2"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2009.02.006"},{"article-title":"Experiment tracking with Weights and Biases","year":"2020","author":"biewald","key":"ref30"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2015.2413993"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2015.03.010"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2011.07.084"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1179\/1743132811Y.0000000041"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1097\/00004691-200105000-00002","article-title":"Nonlinear EEG analysis in epilepsy: Its possible use for interictal focus localization, seizure anticipation, and","volume":"18","author":"lehnertz","year":"2001","journal-title":"Journal of Clinical Neurophysiology"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2011.03.061"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-018-24318-x"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0199144"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3389\/fncom.2015.00048"},{"key":"ref14","first-page":"135","article-title":"Emotion classification through nonlinear EEG analysis using machine learning methods","volume":"5","author":"zangeneh soroush","year":"2018","journal-title":"Journal of Clinical Neuroscience"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2015.07.135"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.clinph.2005.06.011"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1142\/S0219519412400155"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1515\/phys-2018-0093"},{"article-title":"Nonlinear measures for dynamical systems","year":"2019","author":"sch\u00f6lzel","key":"ref19"},{"article-title":"TabNet: Attentive interpretable tabular learning","year":"2019","author":"arik","key":"ref28"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2020.3023116"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/0167-2789(93)90009-P"},{"key":"ref3","article-title":"Towards a passive brain computer interface for improving memory","author":"noh","year":"2014","journal-title":"2014 submitted to the 6th International Brain-Computer Interface Conference 2014"},{"key":"ref6","doi-asserted-by":"crossref","first-page":"842","DOI":"10.1161\/01.CIR.96.3.842","article-title":"Predicting survival in heart failure case and control subjects by use of fully automated methods for deriving nonlinear and conventional indices of heart rate dynamics","volume":"96","author":"ho","year":"1997","journal-title":"Circulation"},{"key":"ref29","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2015","journal-title":"3rd International Conference on Learning Representations ICLR 2015 San Diego CA USA May 7-9 2015 Conference Track Proceedings"},{"key":"ref5","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1016\/j.cmpb.2013.08.017","article-title":"Linear and nonlinear analysis of normal and CAD-affected heart rate signals","volume":"113","author":"acharya","year":"2014","journal-title":"Computer Methods and Programs in Biomedicine"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"396h","DOI":"10.1152\/ajpheart.1996.271.2.H396","article-title":"Nonlinear analysis of BP signal. can it detect malfunctions in BP control?","volume":"271","author":"almog","year":"1996","journal-title":"American Journal of physiology-heart and circulatory physiology"},{"key":"ref7","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1111\/j.1749-6632.1987.tb48733.x","article-title":"Applications of nonlinear dynamics to clinical cardiology a","volume":"504","author":"goldberger","year":"1987","journal-title":"Annals of the New York Academy of Sciences"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2013.09.028"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2013.05.121"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"34s","DOI":"10.1111\/j.1528-1157.2000.tb01532.x","article-title":"Nonlinear EEG analysis and its potential role in epileptology","volume":"41","author":"elger","year":"2000","journal-title":"Epilepsia"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1061\/TACEAT.0006518"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1029\/WR005i005p00967"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1038\/180494a0"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/0167-2789(83)90298-1"},{"key":"ref41","first-page":"513","article-title":"Subject independent EEG-based BCI decoding","volume":"22","author":"fazli","year":"2009","journal-title":"Advances in neural information processing systems"},{"key":"ref23","article-title":"Hurst exponent and financial market predictability","author":"qian","year":"2004","journal-title":"Proceedings of the Second IASTED International Conference on Financial Engineering and Applications"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"366","DOI":"10.1007\/BFb0091924","article-title":"Detecting strange attractors in turbulence","author":"takens","year":"1981","journal-title":"Dynamical Systems and Turbulence Warwick 1980"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.50.346"}],"event":{"name":"2022 10th International Winter Conference on Brain-Computer Interface (BCI)","start":{"date-parts":[[2022,2,21]]},"location":"Gangwon-do, Korea, Republic of","end":{"date-parts":[[2022,2,23]]}},"container-title":["2022 10th International Winter Conference on Brain-Computer Interface (BCI)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9734304\/9734309\/09734816.pdf?arnumber=9734816","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,14]],"date-time":"2022-06-14T20:46:39Z","timestamp":1655239599000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9734816\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,2,21]]},"references-count":41,"URL":"https:\/\/doi.org\/10.1109\/bci53720.2022.9734816","relation":{},"subject":[],"published":{"date-parts":[[2022,2,21]]}}}