From: Bayesian negative binomial logit hurdle and zero-inflated model for characterizing smoking intensity
Para | Bayesian negative binomial-logit hurdle (BNBLH) | ||||||||
---|---|---|---|---|---|---|---|---|---|
Count model coefficients | Para | Zero hurdle model coefficients | |||||||
Mean | SD | HPD of 95% CrI | OR | Â | Mean | SD | HPD of 95% CrI | OR | |
\(\varnothing \) | 0.029 | 0.016 | (0.003, 0.065) | 1.029 | Â | Â | Â | Â | Â |
\({\upbeta }_{0}\) | 0.869 | 0.163 | (0.558, 1.189) | 2.385 | \({\upgamma }_{0}\) | −  3.299 | 0.298 | (− 3.902, − 2.753) | 0.037 |
\({\upbeta }_{1}\) | 0.026 | 0.085 | (− 0.139, 0.193) | 1.026 | \({\upgamma }_{1}\) | 1.022 | 0.156 | (0.721, 1.334) | 2.779 |
\({\upbeta }_{2}\) | 0.090 | 0.087 | (− 0.078, 0.257) | 1.094 | \({\upgamma }_{2}\) | 1.434 | 0.164 | (1.123, 1.766) | 4.195 |
\({\upbeta }_{3}\) | − 0.161 | 0.073 | (− 0.304, − 0.021) | 0.851 | \({\upgamma }_{3}\) | − 0.709 | 0.141 | (− 0.992, − 0.433) | 0.492 |
\({\upbeta }_{4}\) | − 0.035 | 0.050 | (− 0.133, 0.064) | 0.966 | \({\upgamma }_{4}\) | 0.369 | 0.102 | (0.174, 0.573) | 1.446 |
\({\upbeta }_{5}\) | 0.133 | 0.089 | (− 0.041, 0.305) | 1.142 | \({\upgamma }_{5}\) | − 0.518 | 0.149 | (− 0.812, − 0.223) | 0.596 |
\({\upbeta }_{6}\) | 0.223 | 0.078 | (0.075, 0.376) | 1.25 | \({\upgamma }_{6}\) | − 0.099 | 0.138 | (− 0.366, 0.179) | 0.906 |
\({\upbeta }_{7}\) | 0.056 | 0.067 | (− 0.077, 0.188) | 1.058 | \({\upgamma }_{7}\) | − 0.250 | 0.134 | (− 0.515, 0.007) | 0.779 |
\({\upbeta }_{8}\) | − 0.068 | 0.070 | (− 0.206, 0.064) | 0.934 | \({\upgamma }_{8}\) | − 0.313 | 0.131 | (− 0.569, − 0.057) | 0.731 |
\({\upbeta }_{9}\) | − 0.080 | 0.069 | (− 0.217, 0.054) | 0.923 | \({\upgamma }_{9}\) | − 0.887 | 0.137 | (− 1.162, − 0.624) | 0.412 |
\({\upbeta }_{10}\) | 0.027 | 0.094 | (− 0.156, 0.209) | 1.027 | \({\upgamma }_{10}\) | − 0.371 | 0.181 | (− 0.731, − 0.018) | 0.69 |
\({\upbeta }_{11}\) | 0.105 | 0.082 | (− 0.050, 0.271) | 1.111 | \({\upgamma }_{11}\) | − 0.249 | 0.151 | (− 0.547,0.045) | 0.780 |
\({\upbeta }_{12}\) | 0.221 | 0.065 | (0.096, 0.349) | 1.247 | \({\upgamma }_{12}\) | 2.121 | 0.112 | (1.908,2.345) | 8.339 |
\({\upbeta }_{13}\) | 0.149 | 0.065 | (0.025, 0.279) | 1.161 | \({\upgamma }_{13}\) | − 0.383 | 0.128 | (− 0.629, − 0.120) | 0.682 |
\({\upbeta }_{14}\) | 0.005 | 0.047 | (− 0.088, 0.098) | 1.005 | \({\upgamma }_{14}\) | − 0.227 | 0.095 | (− 0.410, − 0.041) | 0.797 |
Para | Bayesian zero-inflated negative binomial (BZINB) | ||||||||
---|---|---|---|---|---|---|---|---|---|
Posterior count model coefficients | Para | Posterior zero-inflation model coefficients | |||||||
Mean | SD | HPD of 95% CrI | OR | Mean | SD | HPD of 95% CrI | OR | ||
\(\varnothing \) | 0.029 | 0.016 | (0.003, 0.065) | 1.029 | \({\upgamma }_{0}\) | 3.210 | 0.302 | (2.570, 3.799) | 24.78 |
\({\upbeta }_{0}\) | 0.901 | 0.163 | (0.588, 1.215) | 2.462 | \({\upgamma }_{1}\) | − 1.021 | 0.156 | (− 1.339, − 0.725) | 0.360 |
\({\upbeta }_{1}\) | 0.019 | 0.087 | (− 0.154, 0.185) | 1.019 | \({\upgamma }_{2}\) | − 1.426 | 0.165 | (− 1.767, − 1.110) | 0.240 |
\({\upbeta }_{2}\) | 0.083 | 0.088 | (− 0.092, 0.251) | 1.087 | \({\upgamma }_{3}\) | 0.697 | 0.136 | (0.431, 0.965) | 2.008 |
\({\upbeta }_{3}\) | − 0.170 | 0.075 | (− 0.321, − 0.029) | 0.844 | \({\upgamma }_{4}\) | − 0.378 | 0.103 | (− 0.577, − 0.173) | 0.685 |
\({\upbeta }_{4}\) | − 0.036 | 0.051 | (− 0.135, 0.066) | 0.965 | \({\upgamma }_{5}\) | 0.529 | 0.152 | (0.238, 0.828) | 1.697 |
\({\upbeta }_{5}\) | 0.122 | 0.092 | (− 0.053, 0.306) | 1.13 | \({\upgamma }_{6}\) | 0.121 | 0.143 | (− 0.148, 0.408) | 1.129 |
\({\upbeta }_{6}\) | 0.213 | 0.082 | (0.059, 0.376) | 1.237 | \({\upgamma }_{7}\) | 0.254 | 0.132 | (− 0.007, 0.514) | 1.289 |
\({\upbeta }_{7}\) | 0.053 | 0.068 | (− 0.080, 0.186) | 1.054 | \({\upgamma }_{8}\) | 0.306 | 0.130 | (0.053, 0.563) | 1.358 |
\({\upbeta }_{8}\) | − 0.075 | 0.069 | (− 0.212, 0.059) | 0.928 | \({\upgamma }_{9}\) | 0.889 | 0.133 | (0.625, 1.152) | 2.433 |
\({\upbeta }_{9}\) | − 0.088 | 0.072 | (− 0.233, 0.052) | 0.916 | \({\upgamma }_{10}\) | 0.360 | 0.191 | (− 0.003, 0.748) | 1.433 |
\({\upbeta }_{10}\) | 0.011 | 0.096 | (− 0.175, 0.200) | 1.011 | \({\upgamma }_{11}\) | 0.251 | 0.156 | (− 0.050, 0.560) | 1.285 |
\({\upbeta }_{11}\) | 0.098 | 0.082 | (− 0.063, 0.261) | 1.103 | \({\upgamma }_{12}\) | − 2.096 | 0.113 | (− 2.315, − 1.875) | 0.123 |
\({\upbeta }_{12}\) | 0.221 | 0.065 | (0.098, 0.353) | 1.247 | \({\upgamma }_{13}\) | 0.406 | 0.127 | (0.151, 0.651) | 1.501 |
\({\upbeta }_{13}\) | 0.152 | 0.071 | (0.016, 0.293) | 1.164 | \({\upgamma }_{14}\) | 0.231 | 0.094 | (0.050, 0.413) | 1.26 |
\({\upbeta }_{14}\) | 0.004 | 0.047 | (-0.088, 0.098) | 1.004 | Â | Â | Â | Â | Â |