Table 4.
Comparison of computational time (wall clock time) and parameter estimation for the MiniBooNE particle data set
MH Algorithm | Double Parallel(k = 10, κ = 20) | Consensus Monte Carlo | |||
---|---|---|---|---|---|
| |||||
wall clock time 1,373 minutes |
9.2 minutes | – | |||
Top 10 significant variables | |||||
var13 | −1.2140 (0.0158) | var13 | −1.2273 (0.0153) | var13 | −1.2349(0.0156) |
var1 | −1.3529 (0.0328) | var1 | −1.3667 (0.0338) | var1 | −1.3804(0.0325) |
var16 | 3.3730 (0.0840) | var16 | 3.4174 (0.0861) | var16 | 3.3761(0.0818) |
var4 | −0.8788 (0.0254) | var4 | −0.8825 (0.0234) | var32 | 1.0786(0.0290) |
var32 | 1.0590 (0.0309) | var32 | 1.0733 (0.0329) | var4 | −0.8960(0.0247) |
var17 | −2.1169 (0.0672) | var17 | −2.1592(0.0709) | var17 | −2.1685(0.0618) |
var6 | 0.3825 (0.0139) | var6 | 0.3862 (0.0134) | var12 | −0.7668(0.0281) |
var12 | −0.7503 (0.0278) | var12 | −0.7624 (0.0281) | var6 | 0.3887(0.0145) |
var34 | −0.9239 (0.0355) | var34 | −0.9335 (0.0344) | var34 | −0.9568(0.0367) |
var25 | 0.4004 (0.0206) | var25 | 0.4082 (0.0206) | var25 | 0.4065(0.0214) |