{"title":"功能磁共振成像和脑电图生物信号的同时分析:一种多模式融合方法","authors":"Luis M. Pereira, A. Salazar, L. Vergara","doi":"10.1109/CSCI54926.2021.00318","DOIUrl":null,"url":null,"abstract":"This paper presents a proposal of new analyses for data from functional magnetic resonance images and electroencephalographic signals acquired simultaneously. Considering the current state of the art in this field, the methodology is proposed in the context of multimodal fusion that can be applied in early and/or late stages of the processing. Several problems such as spatial and time synchronization of the data and possible solutions to deal with them based on over-sampling or under-sampling are discussed. The principal objective of this ongoing research consists of increasing temporal and spatial resolution for recognition of activation zones of the brain (zones of interest) during cognitive tasks. Some preliminary results of 3D reconstruction of the brain volume from electroencephalographic signals of a subject carrying out an oddball task are included.","PeriodicalId":206881,"journal":{"name":"2021 International Conference on Computational Science and Computational Intelligence (CSCI)","volume":"249 ","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Simultaneous analysis of fMRI and EEG biosignals: a multimodal fusion approach\",\"authors\":\"Luis M. Pereira, A. Salazar, L. Vergara\",\"doi\":\"10.1109/CSCI54926.2021.00318\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper presents a proposal of new analyses for data from functional magnetic resonance images and electroencephalographic signals acquired simultaneously. Considering the current state of the art in this field, the methodology is proposed in the context of multimodal fusion that can be applied in early and/or late stages of the processing. Several problems such as spatial and time synchronization of the data and possible solutions to deal with them based on over-sampling or under-sampling are discussed. The principal objective of this ongoing research consists of increasing temporal and spatial resolution for recognition of activation zones of the brain (zones of interest) during cognitive tasks. Some preliminary results of 3D reconstruction of the brain volume from electroencephalographic signals of a subject carrying out an oddball task are included.\",\"PeriodicalId\":206881,\"journal\":{\"name\":\"2021 International Conference on Computational Science and Computational Intelligence (CSCI)\",\"volume\":\"249 \",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 International Conference on Computational Science and Computational Intelligence (CSCI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CSCI54926.2021.00318\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Computational Science and Computational Intelligence (CSCI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CSCI54926.2021.00318","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Simultaneous analysis of fMRI and EEG biosignals: a multimodal fusion approach
This paper presents a proposal of new analyses for data from functional magnetic resonance images and electroencephalographic signals acquired simultaneously. Considering the current state of the art in this field, the methodology is proposed in the context of multimodal fusion that can be applied in early and/or late stages of the processing. Several problems such as spatial and time synchronization of the data and possible solutions to deal with them based on over-sampling or under-sampling are discussed. The principal objective of this ongoing research consists of increasing temporal and spatial resolution for recognition of activation zones of the brain (zones of interest) during cognitive tasks. Some preliminary results of 3D reconstruction of the brain volume from electroencephalographic signals of a subject carrying out an oddball task are included.