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. Author manuscript; available in PMC: 2012 Aug 3.
Published in final edited form as: J Am Stat Assoc. 2012 Jan 1;105(489):302–311. doi: 10.1198/jasa.2009.tm08459

Table 1.

500 Monte Carlo samples of sample size 100 and 200 for two EM algorithms when ρ = 2. The estimated standard deviation is listed on the third column and the corresponding Monte Carlo standard deviation is listed in column 4

True Estimation Est SD MC SD MSE
n = 100 β(MM) −1.7 −1.9129 0.7565 0.7861 0.6633
(PHF) −1.7 −2.0157 0.7642 0.7846 0.7153
α1(MM) −0.1 −0.1085 0.3103 0.3325 0.1106
(PHF) −0.1 −0.0940 0.3602 0.3371 0.1137
α2(MM)   0.55 0.5915 0.4598 0.4919 0.2437
(PHF)   0.55 0.6121 0.4814 0.5103 0.2643
n = 200 β(MM) −1.7 −1.7481 0.4558 0.4859 0.2384
(PHF) −1.7 −1.8226 0.4577 0.4856 0.2508
α1(MM) −0.1 −0.1057 0.2185 0.2338 0.0547
(PHF) −0.1 −0.1167 0.2355 0.2360 0.0560
α2(MM)   0.55 0.5763 0.3251 0.3453 0.1199
(PHF)   0.55 0.5836 0.3523 0.3618 0.1320