A data-driven spatially adaptive sparse generalized linear model for functional MRI analysis

2011 ◽  
Author(s):  
Kangjoo Lee ◽  
Sungho Tak ◽  
Jong Chul Ye
Keyword(s):  
Linear Model ◽  
Functional Mri ◽  
Generalized Linear Model ◽  
Data Driven ◽  
Spatially Adaptive

scholarly journals Exploring the Association between Compliance with Measures to Prevent the Spread of COVID-19 and Big Five Traits with Bayesian Generalized Linear Model

2021 ◽  
Author(s):  
Hyemin Han
Keyword(s):  
Regression Model ◽  
Linear Model ◽  
Big Five ◽  
Generalized Linear Model ◽  
Regression Models ◽  
Large Scale ◽  
Negative Association ◽  
Data Driven ◽  
Big Five Traits ◽  
Bayesian Generalized Linear Model

Research has examined the association between people’s compliance with measures to prevent the spread of COVID-19 and personality traits. However, previous studies were conducted with relatively small-size datasets and employed frequentist analysis that does not allow data-driven model exploration. To address the limitations, a large-scale international dataset, COVIDiSTRESS Global Survey dataset, was explored with Bayesian generalized linear model that enables identification of the best regression model. The best regression models predicting participants’ compliance with Big Five traits were explored. The findings demonstrated first, all Big Five traits, except extroversion, were positively associated with compliance with general measures and distancing. Second, neuroticism, extroversion, and agreeableness were positively associated with the perceived cost of complying with the measures while conscientiousness showed negative association. The findings and the implications of the present study were discussed.

Gamma generalized linear model to investigate the effects of climate variables on the area burned by forest fire in northeast China

2015 ◽  
Vol 26 (3) ◽  
pp. 545-555 ◽  
Author(s):  
Futao Guo ◽  
Guangyu Wang ◽  
John L. Innes ◽  
Xiangqing Ma ◽  
Long Sun ◽  
...  
Keyword(s):  
Linear Model ◽  
Forest Fire ◽  
Generalized Linear Model ◽  
Northeast China ◽  
Climate Variables ◽  
Area Burned
Sign in / Sign up

Export Citation Format

Share Document