Paper
13 March 2006 Spatiotemporal analysis of ERP data in emotional processing
Jin Hu, Jie Tian, Lei Yang, Xiaohong Pan, Jianggang Liu
Author Affiliations +
Abstract
The aim of this paper is to analyze spatiotemporal patterns of Event-related potential (ERP) in emotional processing by using fuzzy k-means clustering method to segment ERP data into microstates.108 pictures (categorized as positive, negative and neutral) were presented to 24 healthy, right-handed subjects while 128-channel EEG data were recorded. For each subject, 3 artifact-free ERPs were computed under each condition. A modified fuzzy k-mean clustering method based on shape similarity is applied to the grand mean ERPs and the statistical analysis is performed to define the significance of each segmentation map. In the results, positive and negative conditions showed different spatiotemporal patterns of ERP. The results were in accord with other emotional study by fMRI or PET.
© (2006) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Jin Hu, Jie Tian, Lei Yang, Xiaohong Pan, and Jianggang Liu "Spatiotemporal analysis of ERP data in emotional processing", Proc. SPIE 6143, Medical Imaging 2006: Physiology, Function, and Structure from Medical Images, 61431Q (13 March 2006); https://doi.org/10.1117/12.653238
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KEYWORDS
Statistical analysis

Fuzzy logic

Electroencephalography

Brain mapping

Data processing

Functional magnetic resonance imaging

Image processing

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