Simulations. MSE, widths, and coverages of 95% confidence intervals for three marginal effects. For dichotomized binary responses, results obtained from GEEs can be directly compared to results from marginal transformation models (first two blocks). The last block reports results of marginal transformation models fitted to continuous responses
. | . | . | . | . | . | . | . | . |
---|---|---|---|---|---|---|---|---|
GEE (exchangeable) | MSE | μ1 | 0.109 | 0.104 | 0.087 | 0.070 | 0.061 | 0.050 |
μ2 | 0.111 | 0.106 | 0.091 | 0.076 | 0.067 | 0.062 | ||
μ3 | 0.120 | 0.114 | 0.101 | 0.093 | 0.091 | 0.094 | ||
CI width | μ1 | 1.273 | 1.247 | 1.141 | 1.035 | 0.958 | 0.868 | |
μ2 | 1.284 | 1.259 | 1.161 | 1.072 | 1.011 | 0.950 | ||
μ3 | 1.317 | 1.295 | 1.219 | 1.169 | 1.153 | 1.165 | ||
Coverage | μ1 | 0.948 | 0.947 | 0.947 | 0.950 | 0.948 | 0.947 | |
μ2 | 0.944 | 0.946 | 0.945 | 0.947 | 0.950 | 0.945 | ||
μ3 | 0.942 | 0.944 | 0.947 | 0.945 | 0.942 | 0.941 | ||
mtram (binary) | MSE | μ1 | 0.109 | 0.104 | 0.086 | 0.068 | 0.057 | 0.044 |
μ2 | 0.110 | 0.106 | 0.091 | 0.074 | 0.064 | 0.055 | ||
μ3 | 0.119 | 0.114 | 0.100 | 0.091 | 0.087 | 0.088 | ||
CI width | μ1 | 1.251 | 1.254 | 1.150 | 1.042 | 0.958 | 0.847 | |
μ2 | 1.276 | 1.268 | 1.172 | 1.079 | 1.014 | 0.942 | ||
μ3 | 1.343 | 1.303 | 1.230 | 1.178 | 1.162 | 1.184 | ||
Coverage | μ1 | 0.953 | 0.951 | 0.949 | 0.953 | 0.953 | 0.952 | |
μ2 | 0.948 | 0.950 | 0.949 | 0.951 | 0.954 | 0.953 | ||
μ3 | 0.947 | 0.948 | 0.950 | 0.951 | 0.953 | 0.955 | ||
mtram (continuous) | MSE | μ1 | 0.074 | 0.067 | 0.045 | 0.029 | 0.019 | 0.009 |
μ2 | 0.079 | 0.070 | 0.048 | 0.033 | 0.024 | 0.015 | ||
μ3 | 0.082 | 0.075 | 0.056 | 0.046 | 0.038 | 0.033 | ||
CI width | μ1 | 1.040 | 1.005 | 0.827 | 0.659 | 0.535 | 0.382 | |
μ2 | 1.061 | 1.020 | 0.853 | 0.705 | 0.602 | 0.485 | ||
μ3 | 1.119 | 1.059 | 0.926 | 0.826 | 0.766 | 0.710 | ||
Coverage | μ1 | 0.949 | 0.949 | 0.948 | 0.945 | 0.947 | 0.948 | |
μ2 | 0.945 | 0.948 | 0.949 | 0.948 | 0.947 | 0.951 | ||
μ3 | 0.949 | 0.947 | 0.947 | 0.945 | 0.951 | 0.950 |
. | . | . | . | . | . | . | . | . |
---|---|---|---|---|---|---|---|---|
GEE (exchangeable) | MSE | μ1 | 0.109 | 0.104 | 0.087 | 0.070 | 0.061 | 0.050 |
μ2 | 0.111 | 0.106 | 0.091 | 0.076 | 0.067 | 0.062 | ||
μ3 | 0.120 | 0.114 | 0.101 | 0.093 | 0.091 | 0.094 | ||
CI width | μ1 | 1.273 | 1.247 | 1.141 | 1.035 | 0.958 | 0.868 | |
μ2 | 1.284 | 1.259 | 1.161 | 1.072 | 1.011 | 0.950 | ||
μ3 | 1.317 | 1.295 | 1.219 | 1.169 | 1.153 | 1.165 | ||
Coverage | μ1 | 0.948 | 0.947 | 0.947 | 0.950 | 0.948 | 0.947 | |
μ2 | 0.944 | 0.946 | 0.945 | 0.947 | 0.950 | 0.945 | ||
μ3 | 0.942 | 0.944 | 0.947 | 0.945 | 0.942 | 0.941 | ||
mtram (binary) | MSE | μ1 | 0.109 | 0.104 | 0.086 | 0.068 | 0.057 | 0.044 |
μ2 | 0.110 | 0.106 | 0.091 | 0.074 | 0.064 | 0.055 | ||
μ3 | 0.119 | 0.114 | 0.100 | 0.091 | 0.087 | 0.088 | ||
CI width | μ1 | 1.251 | 1.254 | 1.150 | 1.042 | 0.958 | 0.847 | |
μ2 | 1.276 | 1.268 | 1.172 | 1.079 | 1.014 | 0.942 | ||
μ3 | 1.343 | 1.303 | 1.230 | 1.178 | 1.162 | 1.184 | ||
Coverage | μ1 | 0.953 | 0.951 | 0.949 | 0.953 | 0.953 | 0.952 | |
μ2 | 0.948 | 0.950 | 0.949 | 0.951 | 0.954 | 0.953 | ||
μ3 | 0.947 | 0.948 | 0.950 | 0.951 | 0.953 | 0.955 | ||
mtram (continuous) | MSE | μ1 | 0.074 | 0.067 | 0.045 | 0.029 | 0.019 | 0.009 |
μ2 | 0.079 | 0.070 | 0.048 | 0.033 | 0.024 | 0.015 | ||
μ3 | 0.082 | 0.075 | 0.056 | 0.046 | 0.038 | 0.033 | ||
CI width | μ1 | 1.040 | 1.005 | 0.827 | 0.659 | 0.535 | 0.382 | |
μ2 | 1.061 | 1.020 | 0.853 | 0.705 | 0.602 | 0.485 | ||
μ3 | 1.119 | 1.059 | 0.926 | 0.826 | 0.766 | 0.710 | ||
Coverage | μ1 | 0.949 | 0.949 | 0.948 | 0.945 | 0.947 | 0.948 | |
μ2 | 0.945 | 0.948 | 0.949 | 0.948 | 0.947 | 0.951 | ||
μ3 | 0.949 | 0.947 | 0.947 | 0.945 | 0.951 | 0.950 |
Simulations. MSE, widths, and coverages of 95% confidence intervals for three marginal effects. For dichotomized binary responses, results obtained from GEEs can be directly compared to results from marginal transformation models (first two blocks). The last block reports results of marginal transformation models fitted to continuous responses
. | . | . | . | . | . | . | . | . |
---|---|---|---|---|---|---|---|---|
GEE (exchangeable) | MSE | μ1 | 0.109 | 0.104 | 0.087 | 0.070 | 0.061 | 0.050 |
μ2 | 0.111 | 0.106 | 0.091 | 0.076 | 0.067 | 0.062 | ||
μ3 | 0.120 | 0.114 | 0.101 | 0.093 | 0.091 | 0.094 | ||
CI width | μ1 | 1.273 | 1.247 | 1.141 | 1.035 | 0.958 | 0.868 | |
μ2 | 1.284 | 1.259 | 1.161 | 1.072 | 1.011 | 0.950 | ||
μ3 | 1.317 | 1.295 | 1.219 | 1.169 | 1.153 | 1.165 | ||
Coverage | μ1 | 0.948 | 0.947 | 0.947 | 0.950 | 0.948 | 0.947 | |
μ2 | 0.944 | 0.946 | 0.945 | 0.947 | 0.950 | 0.945 | ||
μ3 | 0.942 | 0.944 | 0.947 | 0.945 | 0.942 | 0.941 | ||
mtram (binary) | MSE | μ1 | 0.109 | 0.104 | 0.086 | 0.068 | 0.057 | 0.044 |
μ2 | 0.110 | 0.106 | 0.091 | 0.074 | 0.064 | 0.055 | ||
μ3 | 0.119 | 0.114 | 0.100 | 0.091 | 0.087 | 0.088 | ||
CI width | μ1 | 1.251 | 1.254 | 1.150 | 1.042 | 0.958 | 0.847 | |
μ2 | 1.276 | 1.268 | 1.172 | 1.079 | 1.014 | 0.942 | ||
μ3 | 1.343 | 1.303 | 1.230 | 1.178 | 1.162 | 1.184 | ||
Coverage | μ1 | 0.953 | 0.951 | 0.949 | 0.953 | 0.953 | 0.952 | |
μ2 | 0.948 | 0.950 | 0.949 | 0.951 | 0.954 | 0.953 | ||
μ3 | 0.947 | 0.948 | 0.950 | 0.951 | 0.953 | 0.955 | ||
mtram (continuous) | MSE | μ1 | 0.074 | 0.067 | 0.045 | 0.029 | 0.019 | 0.009 |
μ2 | 0.079 | 0.070 | 0.048 | 0.033 | 0.024 | 0.015 | ||
μ3 | 0.082 | 0.075 | 0.056 | 0.046 | 0.038 | 0.033 | ||
CI width | μ1 | 1.040 | 1.005 | 0.827 | 0.659 | 0.535 | 0.382 | |
μ2 | 1.061 | 1.020 | 0.853 | 0.705 | 0.602 | 0.485 | ||
μ3 | 1.119 | 1.059 | 0.926 | 0.826 | 0.766 | 0.710 | ||
Coverage | μ1 | 0.949 | 0.949 | 0.948 | 0.945 | 0.947 | 0.948 | |
μ2 | 0.945 | 0.948 | 0.949 | 0.948 | 0.947 | 0.951 | ||
μ3 | 0.949 | 0.947 | 0.947 | 0.945 | 0.951 | 0.950 |
. | . | . | . | . | . | . | . | . |
---|---|---|---|---|---|---|---|---|
GEE (exchangeable) | MSE | μ1 | 0.109 | 0.104 | 0.087 | 0.070 | 0.061 | 0.050 |
μ2 | 0.111 | 0.106 | 0.091 | 0.076 | 0.067 | 0.062 | ||
μ3 | 0.120 | 0.114 | 0.101 | 0.093 | 0.091 | 0.094 | ||
CI width | μ1 | 1.273 | 1.247 | 1.141 | 1.035 | 0.958 | 0.868 | |
μ2 | 1.284 | 1.259 | 1.161 | 1.072 | 1.011 | 0.950 | ||
μ3 | 1.317 | 1.295 | 1.219 | 1.169 | 1.153 | 1.165 | ||
Coverage | μ1 | 0.948 | 0.947 | 0.947 | 0.950 | 0.948 | 0.947 | |
μ2 | 0.944 | 0.946 | 0.945 | 0.947 | 0.950 | 0.945 | ||
μ3 | 0.942 | 0.944 | 0.947 | 0.945 | 0.942 | 0.941 | ||
mtram (binary) | MSE | μ1 | 0.109 | 0.104 | 0.086 | 0.068 | 0.057 | 0.044 |
μ2 | 0.110 | 0.106 | 0.091 | 0.074 | 0.064 | 0.055 | ||
μ3 | 0.119 | 0.114 | 0.100 | 0.091 | 0.087 | 0.088 | ||
CI width | μ1 | 1.251 | 1.254 | 1.150 | 1.042 | 0.958 | 0.847 | |
μ2 | 1.276 | 1.268 | 1.172 | 1.079 | 1.014 | 0.942 | ||
μ3 | 1.343 | 1.303 | 1.230 | 1.178 | 1.162 | 1.184 | ||
Coverage | μ1 | 0.953 | 0.951 | 0.949 | 0.953 | 0.953 | 0.952 | |
μ2 | 0.948 | 0.950 | 0.949 | 0.951 | 0.954 | 0.953 | ||
μ3 | 0.947 | 0.948 | 0.950 | 0.951 | 0.953 | 0.955 | ||
mtram (continuous) | MSE | μ1 | 0.074 | 0.067 | 0.045 | 0.029 | 0.019 | 0.009 |
μ2 | 0.079 | 0.070 | 0.048 | 0.033 | 0.024 | 0.015 | ||
μ3 | 0.082 | 0.075 | 0.056 | 0.046 | 0.038 | 0.033 | ||
CI width | μ1 | 1.040 | 1.005 | 0.827 | 0.659 | 0.535 | 0.382 | |
μ2 | 1.061 | 1.020 | 0.853 | 0.705 | 0.602 | 0.485 | ||
μ3 | 1.119 | 1.059 | 0.926 | 0.826 | 0.766 | 0.710 | ||
Coverage | μ1 | 0.949 | 0.949 | 0.948 | 0.945 | 0.947 | 0.948 | |
μ2 | 0.945 | 0.948 | 0.949 | 0.948 | 0.947 | 0.951 | ||
μ3 | 0.949 | 0.947 | 0.947 | 0.945 | 0.951 | 0.950 |
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