{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,19]],"date-time":"2025-11-19T07:09:44Z","timestamp":1763536184188,"version":"3.28.0"},"reference-count":21,"publisher":"IEEE","license":[{"start":{"date-parts":[[2023,9,17]],"date-time":"2023-09-17T00:00:00Z","timestamp":1694908800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,9,17]],"date-time":"2023-09-17T00:00:00Z","timestamp":1694908800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,9,17]]},"DOI":"10.1109\/mlsp55844.2023.10285955","type":"proceedings-article","created":{"date-parts":[[2023,10,23]],"date-time":"2023-10-23T17:55:41Z","timestamp":1698083741000},"page":"1-6","source":"Crossref","is-referenced-by-count":5,"title":["Spatial Encoding of EEG Brain Wave Signals to Predict Student\u2019s Mental State During E-Learning"],"prefix":"10.1109","author":[{"given":"Sai Krishna","family":"Kopparapu","sequence":"first","affiliation":[{"name":"International Institute of Information Technology,Bangalore,India"}]},{"given":"Debanjali","family":"Bhattacharya","sequence":"additional","affiliation":[{"name":"International Institute of Information Technology,Bangalore,India"}]},{"given":"Neelam","family":"Sinha","sequence":"additional","affiliation":[{"name":"International Institute of Information Technology,Bangalore,India"}]}],"member":"263","reference":[{"key":"ref13","article-title":"Implementation of deep neural networks to classify eeg signals using gramian angular summation field for epilepsy diagnosis","author":"parvathavarthini","year":"2020","journal-title":"arXiv 1506 00327"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3390\/rs14174364"},{"key":"ref15","article-title":"Human activity recognition based on gramian angular field and deep convolutional neural network","author":"li","year":"2020","journal-title":"IEEE Access"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICAEE48663.2019.8975572"},{"key":"ref20","first-page":"1","article-title":"Confused or not: decoding brain activity and recognizing confusion in reasoning learning using eeg","author":"wang","year":"2023","journal-title":"J Neural Eng"},{"key":"ref11","article-title":"Automated detection of myocardial infarction using gramian angular field and pca network","author":"si","year":"2019","journal-title":"IEEE Access"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/HEALTHCOM49281.2021.9398993"},{"key":"ref21","first-page":"551","article-title":"Beyond engagement: an eeg-based methodology for assessing user’s confusion in an educational game","author":"xu","year":"2019","journal-title":"Universal Access in the Information Society"},{"key":"ref2","first-page":"346","article-title":"Classification of student’s confusion level in e-learning using machine learning","author":"gupta","year":"2019","journal-title":"International journal of innovative technology and exploing Engineeing"},{"key":"ref1","article-title":"Deep learning for electroencephalogram (eeg) classification tasks: a review","volume":"16","author":"he","year":"2019","journal-title":"J Neural Eng"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-8760(96)00053-0"},{"key":"ref16","first-page":"1","article-title":"Sensor classification using convolutional neural network by encoding multivariate time series as two-dimensional colored images","author":"chen","year":"2020","journal-title":"SENSORS"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3106426.3106453"},{"key":"ref18","first-page":"222","article-title":"Classification of electroencephalogram data on massive open online course studying process using gated recurrent unit","author":"muhaimin","year":"2023","journal-title":"In Proc 7th International Conference on Sustainable Information Engineering and Technology (SIET 2022"},{"article-title":"Confused student eeg brainwave dataset","year":"0","author":"wang","key":"ref8"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.3390\/app10217677"},{"key":"ref9","article-title":"Imaging time-series to improve classification and imputation","author":"wang","year":"2015","journal-title":"arXiv 1506 00327"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/3107411.3107513"},{"key":"ref3","article-title":"Using eeg to improve massive open online courses feedback interaction","author":"li","year":"2011","journal-title":"In Proc International Conference on Artificial Intelligence in Education"},{"key":"ref6","first-page":"54","article-title":"Removing confounding factors associated weights in deep neural networks improves the prediction accuracy for healthcare applications","author":"wang","year":"2019","journal-title":"In BIOCOMPUTING 2019 Proceedings of the Pacific Symposium World Scientific Singapore"},{"journal-title":"Analysis of the impact of online education using eeg signals and machine learning algorithms","year":"2021","author":"ahmed","key":"ref5"}],"event":{"name":"2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP)","start":{"date-parts":[[2023,9,17]]},"location":"Rome, Italy","end":{"date-parts":[[2023,9,20]]}},"container-title":["2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10285838\/10285858\/10285955.pdf?arnumber=10285955","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,13]],"date-time":"2023-11-13T19:03:48Z","timestamp":1699902228000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10285955\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,9,17]]},"references-count":21,"URL":"https:\/\/doi.org\/10.1109\/mlsp55844.2023.10285955","relation":{},"subject":[],"published":{"date-parts":[[2023,9,17]]}}}