An Analysis Method for Subliminal Affective Priming Effect Based on CEEMDAN and MPE

Min Zhang, Bin Hu*, Yuang Zhang, Xiangwei Zheng

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

1 引用 (Scopus)

摘要

The Subliminal Affective Priming Effect (SAPE) can be accomplished on the arousal level, which manifests that the effect appears when the subjects judge the arousal values of the target stimulus. Based on Electroencephalogram (EEG) signals, this paper analyzes whether the SAPE appears on the arousal level. For effectively solving the problems of the modal aliasing and reconstruction error for EEG study, we introduce the Complete Ensemble Empirical Mode Decomposition with Adaptive Noise (CEEMDAN) algorithm. And Multi-scale Permutation Entropy (MPE) is a common method for the time series. According to the nonlinear characteristics of EEG signals, this paper combines CEEMDAN with MPE to the judgement of SAPE. Firstly, this paper introduces the principle and computational procedure of the analysis method of SAPE. Then, we perform a one-way repeated-measures ANOVAs (ORANOVAs) for the arousal values. At last, the experimental results are analyzed. The experimental results show that the SAPE occurs in the negative priming group, but SAPE is not observed in the positive priming group, which demonstrates that the analysis method can be used to judge whether the SAPE exists on the arousal level. We also further verify this conclusion by performing the ORANOVAs.

源语言英语
主期刊名Computer Supported Cooperative Work and Social Computing - 14th CCF Conference, ChineseCSCW 2019, Revised Selected Papers
编辑Yuqing Sun, Tun Lu, Zhengtao Yu, Hongfei Fan, Liping Gao
出版商Springer
323-334
页数12
ISBN(印刷版)9789811513763
DOI
出版状态已出版 - 2019
已对外发布
活动14th CCF Conference on Computer Supported Cooperative Work and Social Computing, ChineseCSCW 2019 - Kunming, 中国
期限: 16 8月 201918 8月 2019

出版系列

姓名Communications in Computer and Information Science
1042 CCIS
ISSN(印刷版)1865-0929
ISSN(电子版)1865-0937

会议

会议14th CCF Conference on Computer Supported Cooperative Work and Social Computing, ChineseCSCW 2019
国家/地区中国
Kunming
时期16/08/1918/08/19

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