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. 2023 Nov 9;9:e1603. doi: 10.7717/peerj-cs.1603

Table 5. Final feature set used in the experiment and their importance.

Rank Feature Importance Rank Feature Importance Rank Feature Importance
1 Cast ADC Profit 0.372038 9 Genre Success Share 0.023006 17 Cast Top Profit 0.011053
2 Budget Cont 0.167000 10 Cast Total Movies 0.020826 18 Season 0.011034
3 Dir Total Gross 0.064884 11 Genre Revenue Share 0.018179 19 Cast Total Members 0.009404
4 Cast Mean No Movies 0.029325 12 Cast ADC Freq 0.017742 20 Cast top avg profit 0.008937
5 Dir Avg Gross 0.028661 13 AGE 0.014721 21 Genre Freq Share 0.008166
6 Competition 0.024513 14 Genre ROI Share 0.013170 22 Plot topic 0.006682
7 Genre Budget Share 0.024290 15 Cast Novelty 0.013090 23 Genre(avg) 0.006602
8 Cast Total Rev 0.023006 16 Total Tenure 0.011701 24 Avg Annual Profit 0.005113