Table 3.
Model (lag) (model no.) | Model number | RMSEa | MAEb | MAPEc | Correlation | Incremental correlation | t198 | P value |
AR(1)+News(3)+ Mblog(1)+Query(3) | model i | 325.216 | 225.620 | 0.168 | 0.990 | 0.984 | N/Ad | N/A |
AR(1) | model 1 | 658.238 | 403.665 | 0.267 | 0.963 | 0.958 | –1.732 | .09 |
AR(1)+News(2) | model 2 | 488.974 | 325.731 | 0.226 | 0.978 | 0.976 | –1.196 | .24 |
AR(1)+Mblog(1) | model 3 | 431.457 | 311.196 | 0.228 | 0.983 | 0.977 | –0.252 | .80 |
AR(1)+Query(3) | model 4 | 437.368 | 286.900 | 0.201 | 0.983 | 0.976 | –0.364 | .72 |
AR(1)+News(1)+ Mblog(1)+Query(1) | model 5 | 360.725 | 272.602 | 0.206 | 0.988 | 0.981 | –0.965 | .34 |
aRMSE: root-mean-square error.
bMAE: mean absolute error.
cMAPE: mean absolute percentage error.
dN/A: not applicable.