Research Article
Hybrid Recommender System for Mental Illness Detection in Social Media Using Deep Learning Techniques
Table 3
Recall for RFD – PSO feature selection - with systolic tree frequent pattern mining + CF.
| Top-N recommended items | RFD feature selection-without frequent pattern mining | RFD feature selection-without frequent pattern mining + CF | RFD feature selection-with systolic tree frequent pattern mining | RFD feature selection-with systolic tree frequent pattern mining + CF | RFD - PSO feature selection-without frequent pattern mining | RFD - PSO feature selection-without frequent pattern mining + CF | RFD - PSO feature selection-with systolic tree frequent pattern mining | RFD - PSO feature selection-with systolic tree frequent pattern mining + CF |
| N = 2 | 0.23 | 0.26 | 0.31 | 0.41 | 0.24 | 0.27 | 0.33 | 0.43 | N = 4 | 0.26 | 0.32 | 0.37 | 0.47 | 0.27 | 0.34 | 0.39 | 0.5 | N = 6 | 0.31 | 0.36 | 0.42 | 0.55 | 0.32 | 0.38 | 0.44 | 0.58 | N = 8 | 0.36 | 0.41 | 0.48 | 0.63 | 0.38 | 0.43 | 0.5 | 0.66 | N = 10 | 0.42 | 0.47 | 0.57 | 0.74 | 0.44 | 0.49 | 0.59 | 0.78 | N = 12 | 0.49 | 0.56 | 0.65 | 0.85 | 0.52 | 0.59 | 0.69 | 0.9 | N = 14 | 0.57 | 0.64 | 0.76 | 1 | 0.6 | 0.68 | 0.8 | 1 | N = 16 | 0.65 | 0.75 | 0.88 | 1 | 0.69 | 0.79 | 0.93 | 1 | N = 18 | 0.76 | 0.86 | 1 | 1 | 0.8 | 0.9 | 1 | 1 |
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