{"title":"Bimodal System for Emotion Recognition from Facial Expressions and Physiological Signals Using Feature-Level Fusion","authors":"F. Abdat, C. Maaoui, A. Pruski","doi":"10.1109/EMS.2011.21","DOIUrl":null,"url":null,"abstract":"This paper presents an automatic approach for emotion recognition from a bimodal system based on facial expressions and physiological signals. The information fusion is to combine information from both modalities. We tested two approaches, one based on mutual information which allows the selection of relevant information, the second approach is based on principal component analysis that allows the transformation of data into another space. The obtained results using both modalities are better compared to the separate use of each modality.","PeriodicalId":131364,"journal":{"name":"2011 UKSim 5th European Symposium on Computer Modeling and Simulation","volume":"31 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 UKSim 5th European Symposium on Computer Modeling and Simulation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/EMS.2011.21","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 8
Abstract
This paper presents an automatic approach for emotion recognition from a bimodal system based on facial expressions and physiological signals. The information fusion is to combine information from both modalities. We tested two approaches, one based on mutual information which allows the selection of relevant information, the second approach is based on principal component analysis that allows the transformation of data into another space. The obtained results using both modalities are better compared to the separate use of each modality.