Paper Info
Title
Symbol Recurrence Plots based resting-state eyes-closed EEG deterministic analysis on amnestic mild cognitive impairment in type 2 diabetes mellitus.
Abstract
This paper proposes a new Recurrence Plots method-Symbol Recurrence Plots (SRP), and uses Determinism of SRP (SRP_DET) to quantify the determinism of EEG. The performances, including the effects of weighting coefficients and signal to noise ratios of the SRP are evaluated by using double kinetics Neural Mass Model. The simulation analysis illustrates that SRP had better performances than Permutation patterns Recurrence Plots (PRP). Then, the dynamic characteristics of resting-state eyes-closed EEG of amnestic MCI group and age-matched normal control group in T2DM are analyzed. The results show that SRP_DET of aMCI group has significantly higher values at 12 electrodes, which indicates an increase of EEG regularity in the temporal and occipital regions, but PRP_DET values only at one electrode C4. Correlation analysis shows that SRP_DET is strictly negative correlated to MoCA and memory functions at electrodes P4, whereas PRP_DET is not found to be correlated. Therefore, SRP_DET is suggested to be an effective index to understand the deterministic characteristics of cognitive impairment in T2DM.
Year
DOI
Venue
2016
10.1016/j.neucom.2016.03.056
Neurocomputing
Keywords
Field
DocType
Symbol Recurrence Plots (SRP),Permutation patterns Recurrence Plots (PRP),Determinism (DET),Amnestic mild cognitive impairment,Type 2 diabetes mellitus
Weighting,Pattern recognition,Permutation,Resting state fMRI,Artificial intelligence,Audiology,Deterministic analysis,Correlation analysis,Mathematics,Electroencephalography,Cognitive impairment
Journal
Volume
Issue
ISSN
203
C
0925-2312
Citations 
PageRank 
References 
0
0.34
3
Authors
6
Name
Order
Citations
PageRank
Dong Cui1253.90
Jinhuan Wang210012.97
Lei Wang342.25
Shimin Yin401.01
Zhijie Bian541.57
Guanghua Gu6103.92