{"title":"测量多模态理解过程中的学习表现和认知活动","authors":"Naser Al Madi, J. Khan","doi":"10.1109/IACS.2016.7476085","DOIUrl":null,"url":null,"abstract":"This study is focusing on learning performance and cognitive activity during text comprehension and multimedia comprehension. We use Electroencephalography (EEG Alpha, Beta, and Theta bands) to monitor cognitive load and emotions during each presentation, and computational modeling of comprehension to measure learning performance. We collected the data set for our experiment through a human study. We have applied this study on sixteen participants, in which their EEG activity and learning progress were recorded during text and multimedia comprehension. The results showed measurable differences in Alpha and Beta bands power between text and multimedia presentations. Furthermore, measurements of experienced emotions revealed that multimedia presentation induced positive emotions in a higher magnitude than text as expected. Simultaneously, text presentation created higher cognitive load than multimedia.","PeriodicalId":6579,"journal":{"name":"2016 7th International Conference on Information and Communication Systems (ICICS)","volume":"23 1","pages":"50-55"},"PeriodicalIF":0.0000,"publicationDate":"2016-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"Measuring learning performance and cognitive activity during multimodal comprehension\",\"authors\":\"Naser Al Madi, J. Khan\",\"doi\":\"10.1109/IACS.2016.7476085\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This study is focusing on learning performance and cognitive activity during text comprehension and multimedia comprehension. We use Electroencephalography (EEG Alpha, Beta, and Theta bands) to monitor cognitive load and emotions during each presentation, and computational modeling of comprehension to measure learning performance. We collected the data set for our experiment through a human study. We have applied this study on sixteen participants, in which their EEG activity and learning progress were recorded during text and multimedia comprehension. The results showed measurable differences in Alpha and Beta bands power between text and multimedia presentations. Furthermore, measurements of experienced emotions revealed that multimedia presentation induced positive emotions in a higher magnitude than text as expected. Simultaneously, text presentation created higher cognitive load than multimedia.\",\"PeriodicalId\":6579,\"journal\":{\"name\":\"2016 7th International Conference on Information and Communication Systems (ICICS)\",\"volume\":\"23 1\",\"pages\":\"50-55\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2016-04-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2016 7th International Conference on Information and Communication Systems (ICICS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IACS.2016.7476085\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 7th International Conference on Information and Communication Systems (ICICS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IACS.2016.7476085","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Measuring learning performance and cognitive activity during multimodal comprehension
This study is focusing on learning performance and cognitive activity during text comprehension and multimedia comprehension. We use Electroencephalography (EEG Alpha, Beta, and Theta bands) to monitor cognitive load and emotions during each presentation, and computational modeling of comprehension to measure learning performance. We collected the data set for our experiment through a human study. We have applied this study on sixteen participants, in which their EEG activity and learning progress were recorded during text and multimedia comprehension. The results showed measurable differences in Alpha and Beta bands power between text and multimedia presentations. Furthermore, measurements of experienced emotions revealed that multimedia presentation induced positive emotions in a higher magnitude than text as expected. Simultaneously, text presentation created higher cognitive load than multimedia.