Table 1.
The numbers are the mean CPU times for different tuning parameter values and 20 replications, with median absolute deviations in parentheses (in second). Direct: direct computation. Gibbs sampler: the regular Gibbs sampler; TMG: the Gibbs sampler proposed by Pakman and Paninski (2012) via the R package "tmg"; Proposed Approximation: the approximation approach proposed in our manuscript
Method | CPU time in seconds |
---|---|
Direct | 3310.21 (199.95) |
Gibbs sampler | 46.17 (1.51) |
TMG | 303.94 (11.05) |
Proposed Approximation | 0.04 (0.03) |