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. Author manuscript; available in PMC: 2021 Feb 23.
Published in final edited form as: J Am Stat Assoc. 2019 Dec 12;115(532):1574–1597. doi: 10.1080/01621459.2019.1686391

Table 7.

Bayesian parameter estimates for the BSOI-NN and BSOI-IN models with the considération of the baseline learning scores.

Covariates Para BSOI-NN
BSOI-IN
Est SD Est SD
Scalar on image regression
eigenimage 1 β 1 0.691 * 0.145 0.525* 0.130
eigenimage 2 β 2 0.598* 0.140 0.304* 0.125
eigenimage 3 β 3 0.590* 0.132 0.248* 0.116
eigenimage 4 β 4 0.500* 0.149 0.116 0.125
eigenimage 5 β 5 0.759* 0.145 0.381 * 0.124
gender γ1 0.026 0.311 0.031 0.270
age γ2 0.055* 0.018 0.028 0.021
educational level γ3 0.105* 0.036 0.044 0.038
race γ4 −0.063 0.466 −0.116 0.423
whether ever married γ5 −2.153* 0.826 − 0.947 0.785
APOE4 γ6 −0.267 0.193 −0.155 0.172
whether have MCI or AD γ7 −2.294* 0.318 −1.570* 0.253
baseline learning score γ8 0.407* 0.050 0.317* 0.045
Exponentialtilting model
eigenimage 1 βr1 0.184 0.205
eigenimage 2 βr2 −0.084 0.195
eigenimage 3 βr3 −0.238 0.166
eigenimage 4 βr4 −0.226 0.188
eigenimage 5 βr5 0.018 0.192
gender γ r1 0.112 0.404
age γ r2 0.013 0.017
race γr3 −0.553 0.608
whether ever married γr4 0.180 0.845
APOE4 γr5 0.029 0.254
whether have MCI or AD γr6 −0.873 0.591
baseline learning score γr7 0.164* 0.082
learning score φ −1.257* 0.225
*

Zero is not contained in the 95% credibility interval