Analysis of Physiological Responses and Use of Fuzzy Information Granulation–Based Neural Network for Recognition of Three Emotions

作者: Byoung-Jun Park , Eun-Hye Jang , Kyong-Ho Kim , Sang-Hyeob Kim

DOI: 10.4218/ETRIJ.15.0114.0089

关键词: SurpriseBoredomArtificial neural networkCluster analysisArtificial intelligencePremiseComputer scienceFuzzy logicFeature vectorFeature selectionPattern recognition

摘要: In this study, we investigate the relationship between emotions and physiological responses, with emotion recognition, using proposed fuzzy information granulation-based neural network (FIGNN) for boredom, pain, surprise emotions. For an analysis of three are induced through emotional stimuli, signals obtained from evoked To recognize emotions, design FIGNN recognizer deal feature selection signals. The method is accomplished in premise, consequence, aggregation phases. premise phase takes granulation c-means clustering, consequence adopts a polynomial function, resorts to general inference. Experiments show that suitable methodology substantial reduction space can be accomplished, has high recognition accuracy

参考文章(28)
Fumio Akiyama, An Example of Software System Debugging. ifip congress. pp. 353- 359 ,(1971)
O. Alaoui-Ismaïli, O. Robin, H. Rada, A. Dittmar, E. Vernet-Maury, Basic Emotions Evoked by Odorants Physiology & Behavior. ,vol. 62, pp. 713- 720 ,(1997) , 10.1016/S0031-9384(97)90016-0
Christopher M. Bishop, Neural networks for pattern recognition ,(1995)
Richard A Olshen, Charles J Stone, Leo Breiman, Jerome H Friedman, Classification and regression trees ,(1983)
Philip D. Wasserman, Advanced methods in neural computing ,(1989)
Teuvo Kohonen, Self-Organizing Maps ,(1995)
Anıl Yüce, Nuri Murat Arar, Jean-Philippe Thiran, Multiple Local Curvature Gabor Binary Patterns for Facial Action Recognition acm multimedia. ,vol. 8212, pp. 136- 147 ,(2013) , 10.1007/978-3-319-02714-2_12
Cristina Iani, Daniel Gopher, Peretz Lavie, Effects of task difficulty and invested mental effort on peripheral vasoconstriction Psychophysiology. ,vol. 41, pp. 789- 798 ,(2004) , 10.1111/J.1469-8986.2004.00200.X
John M. Gottman, Neil S. Jacobson, Regina H. Rushe, Joann Wu Shortt, The relationship between heart rate reactivity, emotionally aggressive behavior, and general violence in batterers. Journal of Family Psychology. ,vol. 9, pp. 227- 248 ,(1995) , 10.1037/0893-3200.9.3.227