Table 3.
Median (interquartile range), Pearson correlation coefficient (COR), root mean square error (RMSE), and mean absolute percentage error (MAPE) for Google Flu Trends (GFT), SS0, SRR, SRS, and SSS models. Results are stratified by state population and season.
|
Measure |
GFTa, median (interquartile range) |
SS0, median (interquartile range) |
SRR, median (interquartile range) |
SRS, median (interquartile range) |
SSS, median (interquartile range) |
||
| CORb | |||||||
| Overall | 0.89 (0.8-0.94) | 0.56 (0.4-0.75) | 0.8 (0.7-0.88) | 0.8 (0.7-0.88) | 0.74 (0.61-0.83) | ||
| Population size (millions) | |||||||
| 0-2 (n=14) | 0.83 (0.72-0.91) | 0.46 (0.31-0.66) | 0.74 (0.57-0.82) | 0.71 (0.56-0. 8) | 0.62 (0.55-0.74) | ||
| 2-5 (n=14) | 0.9 (0.81-0.94) | 0.58 (0.42-0.76) | 0.78 (0.72-0.87) | 0.8 (0.72-0.85) | 0.73 (0.66-0.81) | ||
| 5-7.5 (n=10) | 0.89 (0.8-0.95) | 0.51 (0.36-0.64) | 0.83 (0.7-0.88) | 0.81 (0.73-0.88) | 0.75 (0.63-0.82) | ||
| ≥7.5 (n=12) | 0.93 (0.86-0.96) | 0.73 (0.48-0.85) | 0.88 (0.79-0.92) | 0.89 (0.8-0.92) | 0.86 (0.72-0.91) | ||
| Season | |||||||
| 05-06 | 0.83 (0.71-0.88) | 0.72 (0.56-0.85) | 0.78 (0.68-0.86) | 0.76 (0.62-0.86) | 0.74 (0.66-0.86) | ||
| 06-07 | 0.83 (0.76-0.9) | 0.75 (0.61-0.84) | 0.8 (0.7-0.88) | 0.8 (0.64-0.87) | 0.8 (0.72-0.89) | ||
| 07-08 | 0.93 (0.87-0.96) | 0.61 (0.47-0.77) | 0.87 (0.78-0.92) | 0.86 (0.78-0.9) | 0.81 (0.73-0.86) | ||
| 08-09 | 0.81 (0.71-0.89) | 0.37 (0.28-0.44) | 0.7 (0.59-0.8) | 0.74 (0.58-0.79) | 0.57 (0.45-0.68) | ||
| 09-10 | 0.97 (0.94-0.98) | 0.51 (0.39-0.73) | 0.82 (0.75-0.89) | 0.82 (0.74-0.89) | 0.74 (0.63-0.85) | ||
| 10-11 | 0.89 (0.86-0.93) | 0.47 (0.33-0.6) | 0.82 (0.75-0.88) | 0.81 (0.75-0.88) | 0.71 (0.63-0.78) | ||
| RMSEc(1e-3) | |||||||
| Overall | 0.93 (0.66-1.33) | 1.07 (0.68-1.84) | 0.84 (0.54-1.25) | 0.86 (0.55-1.27) | 0.9 (0.55-1.35) | ||
| Population size (millions) | |||||||
| 0-2 (n=14) | 0.88 (0.63-1.29) | 1.17 (0.61-1.92) | 0.96 (0.55-1.47) | 0.96 (0.62-1.49) | 0.92 (0.58-1.44) | ||
| 2-5 (n=14) | 1.02 (0.78-1.52) | 1.37 (0.83-2.13) | 1.04 (0.7-1.54) | 1.11 (0.62-1.57) | 1.11 (0.66-1.68) | ||
| 5-7.5 (n=10) | 0.88 (0.67-1.48) | 0.99 (0.66-1.79) | 0.74 (0.49-1.07) | 0.71 (0.51-1.14) | 0.79 (0.55-1.24) | ||
| ≥7.5 (n=12) | 0.87 (0.63-1.16) | 0.91 (0.64-1.49) | 0.69 (0.43-1.05) | 0.67 (0.41-0.99) | 0.74 (0.46-1.01) | ||
| Season | |||||||
| 05-06 | 0.88 (0.60-1.45) | 0.81 (0.49-1.47) | 0.71 (0.5-1.11) | 0.68 (0.49-1.13) | 0.64 (0.46-1.06) | ||
| 06-07 | 0.82 (0.52-1.13) | 0.70 (0.48-1.02) | 0.59 (0.43-0.88) | 0.58 (0.42-0.94) | 0.56 (0.41-0.83) | ||
| 07-08 | 1.09 (0.70-1.55) | 1.36 (0.78-1.85) | 0.91 (0.54-1.27) | 0.95 (0.58-1.37) | 0.97 (0.6-1.42) | ||
| 08-09 | 1.02 (0.79-1.41) | 1.21 (0.92-1.98) | 0.95 (0.69-1.31) | 0.93 (0.67-1.26) | 1.05 (0.78-1.4) | ||
| 09-10 | 1.05 (0.80-1.32) | 1.91 (1.28-2.44) | 1.34 (0.9-1.9) | 1.37 (0.92-1.92) | 1.53 (1.01-1.9) | ||
| 10-11 | 0.73 (0.64-1.20) | 1.00 (0.73-1.62) | 0.73 (0.5-1.04) | 0.7 (0.51-1.1) | 0.86 (0.58-1.16) | ||
| MAPEd | |||||||
| Overall | 0.71 (0.44-1.51) | 0.58 (0.38-0.8) | 0.54 (0.33-0.9) | 0.61 (0.34-1) | 0.61 (0.35-1.02) | ||
| Population size (millions) | |||||||
| 0-2 (n=14) | 0.76 (0.51-1.56) | 0.68 (0.48-0.86) | 0.76 (0.5-1.36) | 0.84 (0.56-1.44) | 0.82 (0.58-1.28) | ||
| 2-5 (n=14) | 0.77 (0.41-1.48) | 0.63 (0.36-0.85) | 0.58 (0.36-0.9) | 0.64 (0.39-1) | 0.68 (0.37-1.02) | ||
| 5-7.5 (n=10) | 0.68 (0.4-1.41) | 0.58 (0.39-0.74) | 0.41 (0.31-0.75) | 0.46 (0.32-0.86) | 0.55 (0.34-0.92) | ||
| ≥7.5 (n=12) | 0.7 (0.43-1.54) | 0.4 (0.31-0.59) | 0.38 (0.2-0.59) | 0.37 (0.2-0.69) | 0.41 (0.24-0.61) | ||
| Season | |||||||
| 05-06 | 1.07 (0.56-2.67) | 0.59 (0.39-0.8) | 0.68 (0.4-0.93) | 0.77 (0.41-1.12) | 0.74 (0.38-1.08) | ||
| 06-07 | 0.88 (0.46-1.48) | 0.54 (0.36-0.71) | 0.51 (0.32-0.84) | 0.62 (0.35-0.94) | 0.58 (0.3-0.89) | ||
| 07-08 | 0.76 (0.5-1.57) | 0.69 (0.4-0.83) | 0.54 (0.38-0.78) | 0.62 (0.41-0.94) | 0.62 (0.38-0.81) | ||
| 08-09 | 0.71 (0.44-1.48) | 0.57 (0.42-0.77) | 0.62 (0.37-1.01) | 0.66 (0.36-0.93) | 0.68 (0.39-1.14) | ||
| 09-10 | 0.63 (0.43-1.17) | 0.59 (0.36-0.85) | 0.52 (0.31-1.25) | 0.59 (0.31-1.38) | 0.67 (0.37-1.14) | ||
| 10-11 | 0.61 (0.32-0.93) | 0.5 (0.35-0.85) | 0.38 (0.26-0.67) | 0.38 (0.26-0.75) | 0.43 (0.31-0.83) | ||
aGFT: Google Flu Trends.
bCOR: Pearson correlation coefficient.
cRMSE: root mean square error.
dMAPE: mean absolute percentage error.