Table 9 Comparison of predictive power by category (SVM)
From: How much do social connections matter in fundraising outcomes?
Category | Baseline model | Social connections model | ||||||
|---|---|---|---|---|---|---|---|---|
Accuracy (%) | Precision (%) | Recall (%) | F1 (%) | Accuracy (%) | Precision (%) | Recall (%) | F1 (%) | |
Art | 90.04 | 91.26 | 92.80 | 92.02 | 91.66 | 91.95 | 94.72 | 93.31 |
Comics | 91.00 | 92.53 | 93.42 | 92.97 | 91.00 | 91.79 | 94.73 | 93.23 |
Crafts | 89.28 | 91.89 | 89.47 | 90.67 | 88.78 | 89.22 | 89.22 | 89.22 |
Dance | 91.99 | 94.05 | 96.73 | 95.37 | 89.20 | 90.44 | 97.01 | 93.61 |
Design | 88.93 | 90.66 | 88.63 | 89.63 | 90.55 | 89.87 | 91.99 | 90.92 |
Fashion | 90.18 | 92.17 | 86.18 | 89.08 | 89.92 | 91.86 | 85.87 | 88.76 |
Film & Video | 91.20 | 92.04 | 92.53 | 92.29 | 91.44 | 92.13 | 92.69 | 92.41 |
Food | 90.09 | 90.14 | 90.87 | 90.51 | 88.62 | 90.84 | 88.03 | 89.41 |
Games | 91.53 | 92.07 | 92.50 | 92.29 | 90.96 | 92.60 | 92.85 | 91.71 |
Journalism | 91.60 | 98.19 | 84.38 | 90.76 | 90.08 | 90.63 | 89.23 | 89.92 |
Music | 92.11 | 93.84 | 95.22 | 94.53 | 92.61 | 94.05 | 95.80 | 94.92 |
Photography | 90.88 | 90.74 | 91.02 | 90.88 | 88.10 | 88.83 | 89.58 | 89.20 |
Publishing | 91.19 | 91.33 | 91.10 | 91.21 | 91.06 | 91.84 | 90.77 | 91.30 |
Technology | 90.85 | 91.49 | 89.12 | 90.29 | 89.25 | 89.92 | 88.37 | 89.14 |
Theater | 91.50 | 92.70 | 96.57 | 94.60 | 92.88 | 93.87 | 97.20 | 95.51 |