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. 2022 Jun 9;5:910030. doi: 10.3389/fdata.2022.910030

Table 5.

Comparison of the NDCG at 10 of the layout selected according to the two proposed greedy strategies and compared to the exhaustive search of all possible model selections and rankings.

Number of carousels
2 3 4 5 6 7 8
Movielens 20M (M = 16)
Solution space size Number of rankings 2.4 · 102 3.3 · 103 4.3 · 104 5.2 · 105 5.7 · 106 5.7 · 107 5.1 · 108
Number of selections 1.2 · 102 5.6 · 102 1.8 · 103 4.3 · 103 8.0 · 103 1.1 · 104 1.2 · 104
Selection method Exhaustive selection and ranking 0.3168 0.3220 - - - - -
Exhaustive selection default ranking 0.3168 0.3220 0.3266 0.3296 - - -
Incremental greedy 0.3168 0.3220 0.3266 0.3297 0.3320 0.3345 0.3363
Individual greedy 0.3168 0.3180 0.3190 0.3241 0.3250 0.3295 0.3309
Netflix Prize (M = 14)
Solution space size Number of rankings 1.8 · 102 2.1 · 103 2.4 · 104 2.4 · 105 2.1 · 106 1.7 · 107 1.2 · 108
Number of selections 9.1 · 101 3.6 · 102 1.0 · 103 2.0 · 103 3.0 · 103 3.4 · 103 3.0 · 103
Selection method Exhaustive selection and ranking 0.2781 - - - - - -
Exhaustive selection default ranking 0.2781 0.2809 - - - - -
Incremental greedy 0.2781 0.2812 0.2830 0.2865 0.2891 0.2912 0.2931
Individual greedy 0.2692 0.2701 0.2689 0.2714 0.2740 0.2761 0.2777
ContentWise impressions (M = 12)
Solution space size Number of rankings 1.3 · 102 1.3 · 103 1.1 · 104 9.5 · 104 6.6 · 105 3.9 · 106 2.0 · 107
Number of selections 6.6 · 101 2.2 · 102 4.9 · 102 7.9 · 102 9.2 · 102 7.9 · 102 4.9 · 102
Selection method Exhaustive selection and ranking 0.5162 0.5099 0.5133 0.5153 - - -
Exhaustive selection default ranking 0.5162 0.5099 0.5132 0.5152 0.5178 0.5199 0.5213
Incremental greedy 0.5162 0.5099 0.5133 0.5153 0.5179 0.5201 0.5215
Individual greedy 0.5162 0.5098 0.5123 0.5149 0.5172 0.5183 0.5190

The page layout contains from 2 to 8 carousels. Results for exhaustive searches requiring more than a week of computation are missing.