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. 2024 Dec 20;24:311. doi: 10.1186/s12874-024-02434-9

Table 1.

Linear model: simulation results of parameter estimations

Time-dependent Cox model Proposed PLSI-Cox model
Bias SD SE CP Bias SD SE CP
N = 500 with censoring rate 25% (100% converged)
β1 −0.001 0.036 0.035 0.938 −0.001 0.037 0.036 0.952
β2 0.003 0.035 0.035 0.950 0.003 0.035 0.037 0.956
β3 −0.001 0.036 0.035 0.942 −0.001 0.037 0.037 0.948
β4 0.002 0.036 0.035 0.948 0.002 0.036 0.037 0.952
β5 −0.001 0.036 0.035 0.954 −0.002 0.037 0.036 0.958
β6 −0.002 0.035 0.035 0.942 −0.002 0.036 0.037 0.940
β7 0.001 0.036 0.035 0.936 0.001 0.036 0.036 0.942
β8 −0.004 0.037 0.036 0.946 −0.004 0.037 0.037 0.958
α1 0.000 0.055 0.055 0.944 0.001 0.056 0.056 0.944
α2 0.000 0.053 0.056 0.964 −0.003 0.053 0.056 0.972
α3 0.002 0.114 0.111 0.936 0.002 0.114 0.113 0.938
N = 500 with censoring rate 50% (100% converged)
β1 −0.002 0.041 0.043 0.954 −0.002 0.042 0.045 0.954
β2 0.005 0.043 0.043 0.940 0.005 0.045 0.045 0.940
β3 −0.003 0.043 0.043 0.938 −0.004 0.044 0.045 0.948
β4 0.003 0.044 0.043 0.936 0.003 0.045 0.045 0.938
β5 −0.005 0.044 0.043 0.948 −0.006 0.045 0.045 0.946
β6 0.001 0.044 0.043 0.932 0.002 0.045 0.045 0.934
β7 0.002 0.043 0.043 0.952 0.002 0.044 0.045 0.948
β8 −0.003 0.042 0.043 0.942 −0.004 0.043 0.045 0.950
α1 0.022 0.063 0.068 0.956 0.025 0.063 0.070 0.956
α2 −0.023 0.066 0.068 0.956 −0.026 0.067 0.070 0.946
α3 0.015 0.138 0.140 0.958 0.017 0.139 0.142 0.956
N = 300 with censoring rate 25% (100% converged)
β1 −0.002 0.048 0.046 0.954 −0.002 0.049 0.050 0.952
β2 0.000 0.048 0.047 0.950 0.000 0.049 0.050 0.954
β3 −0.003 0.047 0.047 0.950 −0.003 0.049 0.050 0.956
β4 0.005 0.047 0.047 0.934 0.004 0.047 0.050 0.954
β5 −0.004 0.048 0.047 0.938 −0.005 0.048 0.050 0.946
β6 −0.002 0.047 0.047 0.950 −0.001 0.047 0.050 0.956
β7 0.003 0.047 0.047 0.938 0.003 0.048 0.050 0.950
β8 −0.007 0.047 0.047 0.940 −0.007 0.048 0.051 0.948
α1 0.019 0.070 0.077 0.964 0.023 0.071 0.079 0.968
α2 −0.015 0.074 0.077 0.952 −0.019 0.075 0.079 0.956
α3 0.008 0.144 0.151 0.960 0.013 0.146 0.156 0.956
N = 300 with censoring rate 50% (100% converged)
β1 −0.007 0.056 0.056 0.948 −0.007 0.058 0.062 0.952
β2 0.002 0.057 0.057 0.944 0.003 0.059 0.062 0.952
β3 −0.003 0.057 0.056 0.942 −0.002 0.059 0.062 0.950
β4 0.006 0.057 0.057 0.946 0.006 0.058 0.062 0.956
β5 −0.005 0.054 0.057 0.962 −0.005 0.056 0.063 0.972
β6 −0.006 0.060 0.056 0.938 −0.006 0.063 0.063 0.942
β7 0.004 0.054 0.057 0.956 0.006 0.055 0.063 0.974
β8 −0.003 0.058 0.057 0.936 −0.004 0.059 0.062 0.952
α1 0.043 0.092 0.096 0.944 0.049 0.094 0.100 0.948
α2 −0.040 0.091 0.096 0.950 −0.045 0.093 0.100 0.948
α3 −0.001 0.193 0.193 0.950 0.002 0.197 0.202 0.950