Descriptive analysis of training and testing set
| Variables | Training set (N = 188,784 reviews) | Testing set (N = 20,977 reviews) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Min | Max | Mean | Std | VIF | Min | Max | Mean | Std | VIF | |
| Output variable | Assertive return action (95,499) Non-assertive return action (93,285) | Assertive return action (10,611) Non-assertive return action (10,366) | ||||||||
| Input variable | ||||||||||
| Performance | 9.4e−05 | 0.9808 | 0.1844 | 0.2399 | 1.8521 | 0.0002 | 0.9791 | 0.1835 | 0.2384 | 1.8352 |
| Primary features | 0.0004 | 0.9948 | 0.2024 | 0.2181 | 1.1529 | 0.0008 | 0.9902 | 0.2041 | 0.2192 | 1.1579 |
| Secondary features | 0.0001 | 0.9683 | 0.0572 | 0.1202 | 1.4647 | 0.0001 | 0.9548 | 0.0576 | 0.1199 | 1.4480 |
| Durability | 0.0002 | 0.9583 | 0.0598 | 0.1006 | 1.7746 | 0.0003 | 0.9427 | 0.0598 | 0.1007 | 1.7599 |
| Reliability | 0.0003 | 0.9865 | 0.1156 | 0.1803 | 1.2896 | 0.0005 | 0.9754 | 0.1147 | 0.1792 | 1.2906 |
| Product information mismatch | 6.2e−05 | 0.9617 | 0.1698 | 0.2320 | 1.5789 | 0.0002 | 0.9388 | 0.1683 | 0.2314 | 1.5652 |
| After-sales services | 0.0001 | 0.9752 | 0.0693 | 0.1279 | 1.2840 | 0.0002 | 0.9541 | 0.0704 | 0.1297 | 1.2911 |
| Logistics services quality | 0.0001 | 0.9847 | 0.0756 | 0.1341 | 1.2137 | 0.0003 | 0.9721 | 0.0759 | 0.1348 | 1.2072 |
| Warranty | 0.0001 | 0.9647 | 0.0654 | 0.1273 | 1.2920 | 0.0002 | 0.9541 | 0.0654 | 0.1285 | 1.2892 |
| Selling price | 0.37 | 999.99 | 36.041 | 62.583 | 1.4153 | 0.37 | 999.99 | 35.872 | 61.601 | 1.4288 |
| Sales rank | 0 | 20.244 | 7.2459 | 3.1575 | 6.7319 | 0 | 17.480 | 7.2189 | 3.1758 | 6.6089 |
| Variables | Training set ( | Testing set ( | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Min | Max | Mean | Std | VIF | Min | Max | Mean | Std | VIF | |
| Output variable | Assertive return action (95,499) | Assertive return action (10,611) | ||||||||
| Performance | 9.4e−05 | 0.9808 | 0.1844 | 0.2399 | 1.8521 | 0.0002 | 0.9791 | 0.1835 | 0.2384 | 1.8352 |
| Primary features | 0.0004 | 0.9948 | 0.2024 | 0.2181 | 1.1529 | 0.0008 | 0.9902 | 0.2041 | 0.2192 | 1.1579 |
| Secondary features | 0.0001 | 0.9683 | 0.0572 | 0.1202 | 1.4647 | 0.0001 | 0.9548 | 0.0576 | 0.1199 | 1.4480 |
| Durability | 0.0002 | 0.9583 | 0.0598 | 0.1006 | 1.7746 | 0.0003 | 0.9427 | 0.0598 | 0.1007 | 1.7599 |
| Reliability | 0.0003 | 0.9865 | 0.1156 | 0.1803 | 1.2896 | 0.0005 | 0.9754 | 0.1147 | 0.1792 | 1.2906 |
| Product information mismatch | 6.2e−05 | 0.9617 | 0.1698 | 0.2320 | 1.5789 | 0.0002 | 0.9388 | 0.1683 | 0.2314 | 1.5652 |
| After-sales services | 0.0001 | 0.9752 | 0.0693 | 0.1279 | 1.2840 | 0.0002 | 0.9541 | 0.0704 | 0.1297 | 1.2911 |
| Logistics services quality | 0.0001 | 0.9847 | 0.0756 | 0.1341 | 1.2137 | 0.0003 | 0.9721 | 0.0759 | 0.1348 | 1.2072 |
| Warranty | 0.0001 | 0.9647 | 0.0654 | 0.1273 | 1.2920 | 0.0002 | 0.9541 | 0.0654 | 0.1285 | 1.2892 |
| Selling price | 0.37 | 999.99 | 36.041 | 62.583 | 1.4153 | 0.37 | 999.99 | 35.872 | 61.601 | 1.4288 |
| Sales rank | 0 | 20.244 | 7.2459 | 3.1575 | 6.7319 | 0 | 17.480 | 7.2189 | 3.1758 | 6.6089 |
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