The paired t-tests results for each datasets
| Test instance | Our approach | HR_Wei approach | LDA-based approach | CF approach |
|---|---|---|---|---|
| MovieLens 20M – Precison | ||||
| Mean | 0.128 | 0.118 | 0.112 | 0.081 |
| Std. | 0.077 | 0.079 | 0.069 | 0.037 |
| t | 4.434 | 5.408 | 3.635 | |
| p value | 0.002 | 0.000 | 0.005 | |
| Movielens 20 M – Recall | ||||
| Mean | 0.439 | 0.427 | 0.417 | 0.273 |
| Std. | 0.106 | 0.108 | 0.105 | 0.089 |
| T | 4.092 | 11.027 | 23.033 | |
| p value | 0.000 | 0.000 | 0.006 | |
| CiteULike – Precison | ||||
| Mean | 0.071 | 0.067 | 0.059 | 0.025 |
| Std. | 0.034 | 0.031 | 0.029 | 0.021 |
| t | 3.608 | 6.021 | 8.255 | |
| p value | 0.000 | 0.000 | 0.000 | |
| CiteULike – Recall | ||||
| Mean | 0.111 | 0.105 | 0.102 | 0.02 |
| Std. | 0.056 | 0.052 | 0.055 | 0.009 |
| t | 6.163 | 3.294 | 6.112 | |
| p value | 0.000 | 0.009 | 0.000 |
| Test instance | Our approach | HR_Wei approach | LDA-based approach | CF approach |
|---|---|---|---|---|
| Mean | 0.128 | 0.118 | 0.112 | 0.081 |
| Std. | 0.077 | 0.079 | 0.069 | 0.037 |
| 4.434 | 5.408 | 3.635 | ||
| 0.002 | 0.000 | 0.005 | ||
| Mean | 0.439 | 0.427 | 0.417 | 0.273 |
| Std. | 0.106 | 0.108 | 0.105 | 0.089 |
| 4.092 | 11.027 | 23.033 | ||
| 0.000 | 0.000 | 0.006 | ||
| Mean | 0.071 | 0.067 | 0.059 | 0.025 |
| Std. | 0.034 | 0.031 | 0.029 | 0.021 |
| 3.608 | 6.021 | 8.255 | ||
| 0.000 | 0.000 | 0.000 | ||
| Mean | 0.111 | 0.105 | 0.102 | 0.02 |
| Std. | 0.056 | 0.052 | 0.055 | 0.009 |
| 6.163 | 3.294 | 6.112 | ||
| 0.000 | 0.009 | 0.000 |
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