Research Article

Fusing Mobile Phone and Travel Survey Data to Model Urban Activity Dynamics

Table 2

Confusion matrices of TCF results.

Actual\predictedShoppingEntertainmentBusinessOther

Missing rate = 50%
 Shopping1216 (0.771)57 (0.036)55 (0.035)249 (0.158)
 Entertainment179 (0.110)1203 (0.741)68 (0.042)173 (0.107)
 Business50 (0.094)24 (0.045)397 (0.749)59 (0.111)
 Other113 (0.079)50 (0.035)12 (0.008)1264 (0.878)
Overall accuracy0.814

Missing rate = 80%
 Shopping1375 (0.545)409 (0.162)28 (0.011)711 (0.282)
 Entertainment467 (0.180)1428 (0.550)1 (0.0004)700 (0.270)
 Business77 (0.091)81 (0.096)23 (0.027)667 (0.786)
 Other339 (0.099)330 (0.096)14 (0.004)2739 (0.800)
Overall accuracy0.593
Overall accuracy after regarding business as other0.665

The values in parentheses are proportions.