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. 2022 Nov 30:1–28. Online ahead of print. doi: 10.1007/s10614-022-10337-4

Table 1.

Comparison results for the mixture normal GARCH(1,1) model using HMC algorithm and GG sampler based on 100 replicates samples

Parameter α0(0.1) α1(0.2) β1(0.5) ρ(0.8) λ(0.15) Time
HMC-mean 0.1167 0.2155 0.4478 0.7922 0.1486
HMC-median 0.1187 0.2139 0.4356 0.7970 0.1486 12.23 mins
(0.0269) (0.0621) (0.0866) (0.0449) (0.0210)
GG-mean 0.1163 0.2339 0.4611 0.7929 0.1406
GG-median 0.1128 0.2244 0.4636 0.7961 0.1416 56.22 mins
(0.0247) (0.0604) (0.0917) (0.0467) (0.0200)