scholarly journals Multimodal fusion of EEG-fNIRS: a mutual information-based hybrid classification framework

2021 ◽  
Vol 12 (3) ◽  
pp. 1635
Author(s):  
Roohollah Jafari Deligani ◽  
Seyyed Bahram Borgheai ◽  
John McLinden ◽  
Yalda Shahriari
Keyword(s):  
Mutual Information ◽  
Multimodal Fusion ◽  
Classification Framework ◽  
Hybrid Classification

MIMF: Mutual Information-Driven Multimodal Fusion

2021 ◽  
pp. 142-150
Author(s):  
Zhenhong Zou ◽  
Linhao Zhao ◽  
Xinyu Zhang ◽  
Zhiwei Li ◽  
Dafeng Jin ◽  
...  
Keyword(s):  
Mutual Information ◽  
Multimodal Fusion

scholarly journals A Hybrid Classification Framework Based on Clustering

2020 ◽  
Vol 16 (4) ◽  
pp. 2177-2188 ◽  
Author(s):  
Jin Xiao ◽  
Yuhang Tian ◽  
Ling Xie ◽  
Xiaoyi Jiang ◽  
Jing Huang
Keyword(s):  
Classification Framework ◽  
Hybrid Classification

A mutual information‐based likelihood function for particle filter flood extent assimilation

2021 ◽  
Author(s):  
Antara Dasgupta ◽  
Renaud Hostache ◽  
RAAJ Ramasankaran ◽  
Guy J.‐P Schumann ◽  
Stefania Grimaldi ◽  
...  
Keyword(s):  
Mutual Information ◽  
Particle Filter ◽  
Likelihood Function

Nonlinear Pattern Analysis of Ventricular Premature Beats by Mutual Information

1997 ◽  
Vol 36 (04/05) ◽  
pp. 257-260 ◽  
Author(s):  
H. Saitoh ◽  
T. Yokoshima ◽  
H. Kishida ◽  
H. Hayakawa ◽  
R. J. Cohen ◽  
...  
Keyword(s):  
Mutual Information ◽  
Temporal Pattern ◽  
Pattern Analysis ◽  
Autonomic Activity ◽  
Correlation Measure ◽  
Ventricular Premature Beats ◽  
Risk Of Mortality ◽  
Premature Beats ◽  
Information Values ◽  
Nonlinear Pattern

Abstract:The frequency of ventricular premature beats (VPBs) has been related to the risk of mortality. However, little is known about the temporal pattern of occurrence of VPBs and its relationship to autonomic activity. Hence, we applied a general correlation measure, mutual information, to quantify how VPBs are generated over time. We also used mutual information to determine the correlation between VPB production and heart rate in order to evaluate effects of autonomic activity on VPB production. We examined twenty subjects with more than 3000 VPBs/day and simulated ran-( dom time series of VPB occurrence. We found that mutual information values could be used to characterize quantitatively the temporal patterns of VPB generation. Our data suggest that VPB production is not random and VPBs generated with a higher value of mutual information may be more greatly affected by autonomic activity.

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