Sponsor
Portland State University. Department of Electrical and Computer Engineering
First Advisor
Fu Li
Term of Graduation
Spring 1997
Date of Publication
1997
Document Type
Thesis
Degree Name
Master of Science (M.S.) in Electrical and Computer Engineering
Department
Electrical and Computer Engineering
Language
English
Subjects
Evoked potentials (Electrophysiology), Filters (Mathematics), Mathematical statistics, Memory -- Testing
DOI
10.15760/etd.8137
Physical Description
1 online resource (vi, 92 pages)
Abstract
Event related potentials (ERPs) carry very important information that relate to the performance of the brain functions of a human being. Further studies have identified that the late positive complex (LPC) are affected by the memory process.
The matched filter method is used to improve the signal -to-noise ratio of signal ERPs. We use the output of the matched filter to distinguish the difference of the waveforms. In our study, we found that the peak values of the matched filter output differed among normal subjects and memory-impaired subjects.
The correlation coefficient is a statistical value that can be applied to find the degree of association between two EEG files. When there is a strong association between them, knowing one EEG file helps in predicting the other one.
A nonparametric statistical test, The Mann - Whitney Test, is introduced to set up The Filter Bank and The Correlation Bank. These two banks are very useful since the recognition percentage or correlation coefficient by the elements of the banks can distinguish whether the test subject belongs to the normal memory group or to the memory impaired group.
Rights
In Copyright. URI: http://rightsstatements.org/vocab/InC/1.0/
This Item is protected by copyright and/or related rights. You are free to use this Item in any way that is permitted by the copyright and related rights legislation that applies to your use. For other uses you need to obtain permission from the rights-holder(s).
Persistent Identifier
https://archives.pdx.edu/ds/psu/39327
Recommended Citation
Yan, Yun, "ERP Analysis Using Matched Filtering, Correlation Coefficient and Mann-Whitney Test" (1997). Dissertations and Theses. Paper 6277.
https://doi.org/10.15760/etd.8137
Comments
If you are the rightful copyright holder of this dissertation or thesis and wish to have it removed from the Open Access Collection, please submit a request to pdxscholar@pdx.edu and include clear identification of the work, preferably with URL.