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model.txt
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model.txt
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------------------- BEGIN model.txt --------------------
# Team: AI-Books
# Date: 02.07.2021
# Database name: "BX-Books_hkv1.db", "BX-Ratings_hkv1.db", "BX-Users_hkv1.db"
5) link to model.rdata: https://drive.google.com/drive/folders/1XOgB2tZl13uqMNBC87Sf-OSIDalfRNY0?usp=sharing
6.a) RMSE of the full model UB 3.8122, IB 4.9664
6.b) histogram of RMSE:
RMSE
N.UBCF N.IBCF
0.0 277 135
0.5 82 24
1.0 110 6
1.5 126 20
2.0 148 15
2.5 202 18
3.0 282 13
3.5 338 26
4.0 347 23
4.5 278 40
5.0 186 24
5.5 125 34
6.0 53 18
6.5 69 27
7.0 32 27
7.5 29 32
8.0 9 1
8.5 5 27
9.0 6 1
9.5 8 30
10.0 0 0
10.5 2 0
6.c) Top-10 recommendations:
UBCF
user
"Clara Callan" "The Romantic" "Life on eart" "Headhunter: " "Wicked women" "The Dixon Co" "White Bone" "Girlfriend I" "Dust to dust" "The Forgetti"
"244" 0 0 0 0 0 0 0 0 0 0
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"882" 0 0 0 0 0 0 0 0 0 0
"900" 6.2 0 0 0 0 0 0 0 0 0
"996" 0 0 0 0 0 0 0 0 0 0
"1063" 0 0 0 0 0 0 0 0 0 0
"1075" 0 0 0 0 0 0 0 0 0 9
"1131" 0 0 0 0 6.5 0 6.5 0 0 6.5
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"1294" 0 0 0 0 0 0 0 0 0 0
"1376" 0 0 0 0 0 0 0 0 0 0
"1409" 0 0 0 0 0 0 0 0 0 0
"1424" 0 0 8 0 0 0 0 0 0 0
"1585" 0 0 0 0 0 0 0 0 0 7.2
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"1608" 0 0 0 0 0 0 0 0 0 0
"1903" 0 0 0 0 0 0 0 0 3.5 0
"2010" 0 0 0 0 0 0 0 0 0 0
"2033" 0 0 0 0 0 0 0 0 0 0
"2106" 0 0 0 0 0 0 0 0 0 0
"2197" 7.2 0 0 0 0 7.2 0 0 0 0
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"2399" 0 0 0 0 0 0 0 0 0 0
"2437" 0 0 0 0 5.5 0 0 0 0 0
"2630" 0 0 0 0 0 0 0 0 0 0
"2982" 0 0 0 0 0 0 0 0 0 0
"3100" 0 0 0 0 0 0 0 0 0 0
"3154" 0 0 0 0 0 0 0 0 0 0
"3192" 0 0 0 0 0 0 0 0 0 0
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"3467" 0 0 0 0 0 0 0 0 0 0
"3578" 0 0 0 0 0 0 0 0 0 0
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"6958" 0 0 0 0 0 0 0 0 0 6.2
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"17724" 0 0 0 0 0 0 0 0 0 0
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user
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