From: Celebrity profiling through linguistic analysis of digital social networks
Feature groups | Variable | 1950 | 1960 | 1970 | 1980 | ||||
---|---|---|---|---|---|---|---|---|---|
Predictor | Estimator | P-value | Estimator | P-value | Estimator | P-value | Estimator | P-value | |
Lexical | (Intercept) | 1.05 | 0.099 | 3.22 | <0.001 | 5.61 | <0.001 | 6.94 | <0.001 |
V1 | − 0.01 | 0.561 | − 0.02 | 0.043 | − 0.04 | <0.001 | − 0.13 | <0.001 | |
V3 | − 2.85 | 0.166 | − 1.34 | 0.411 | − 2.69 | 0.094 | − 2.26 | 0.153 | |
V4 | − 0.09 | 0.517 | − 0.64 | <0.001 | − 1.1 | <0.001 | − 0.74 | <0.001 | |
Syntactic | V14 | − 0.06 | 0.812 | 0.2 | 0.423 | 1.53 | <0.001 | 2.53 | <0.001 |
V15 | − 0.07 | 0.822 | 0.06 | 0.839 | − 0.15 | 0.59 | − 0.25 | 0.385 | |
V16 | 0.02 | 0.966 | − 0.02 | 0.96 | − 0.35 | 0.363 | − 2.56 | <0.001 | |
V17 | 0.59 | 0.123 | 0.21 | 0.569 | − 0.86 | 0.031 | − 2.31 | <0.001 | |
V18 | − 0.04 | 0.125 | 0 | 0.924 | − 0.02 | 0.384 | − 0.01 | 0.781 | |
Symbolic | V9 | − 0.32 | 0.156 | 0.48 | 0.014 | 1.26 | <0.001 | 1.95 | <0.001 |
V10 | − 0.02 | 0.818 | 0.05 | 0.615 | 0 | 0.993 | 0.41 | <0.001 | |
Participation | V11 | 0.27 | 0.01 | 0.54 | <0.001 | 0.54 | <0.001 | 0.22 | 0.019 |
V13 | 0.01 | 0.954 | − 0.02 | 0.929 | 0.07 | 0.725 | 0.35 | 0.102 | |
Complementary information | V12 | 0.2 | 0.2 | 0.21 | 0.158 | − 0.11 | 0.427 | − 1.91 | <0.001 |
Residual deviance: 92807.86 | |||||||||
AIC: 92989.86 |