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jmkim/README.txt

Created December 4, 2021 01:12
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README.txt
Start time
Nov 9 16:36
End time End - Start Elapsed time Result
Nov 9 18:32 1 hour 56 mins 1 hour 56 mins results_ml100k_all.csv
Nov 11 19:29 2 days 2 hours 57 mins 2 days 1 hour 1 min results_ml1m_all.csv
Nov 12 02:53 2 days 10 hours 17 mins 7 hours 20 mins results_jester_all.csv
Raw
results_jester_all.csv
k algo MAE RMSE
no_k SVD 3.3714 4.4992
no_k SVD++ 3.6248 4.9108
no_k Baseline 3.3982 4.3134
5 MSD_KNN 3.0734 4.2445
5 SW_MSD_KNN 3.0734 4.2445
5 BCR_MSD_KNN 3.0445 4.1886
5 EBCR_MSD_KNN 3.0446 4.1887
5 COS_KNN 3.0697 4.2504
5 SW_COS_KNN 3.0696 4.2503
5 BCR_COS_KNN 3.0384 4.1804
5 EBCR_COS_KNN 3.0384 4.1803
5 NormPCC_KNN 3.088 4.2415
5 SW_NormPCC_KNN 3.0879 4.2414
5 BCR_NormPCC_KNN 3.0479 4.1905
5 EBCR_NormPCC_KNN 3.0479 4.1907
10 MSD_KNN 3.0956 4.2223
10 SW_MSD_KNN 3.0956 4.2222
10 BCR_MSD_KNN 3.0343 4.1218
10 EBCR_MSD_KNN 3.0345 4.1222
10 COS_KNN 3.0507 4.1777
10 SW_COS_KNN 3.0507 4.1777
10 BCR_COS_KNN 3.0157 4.1007
10 EBCR_COS_KNN 3.0158 4.1008
10 NormPCC_KNN 3.1213 4.2316
10 SW_NormPCC_KNN 3.1212 4.2315
10 BCR_NormPCC_KNN 3.0366 4.1235
10 EBCR_NormPCC_KNN 3.0366 4.1236
15 MSD_KNN 3.1323 4.2512
15 SW_MSD_KNN 3.1323 4.2512
15 BCR_MSD_KNN 3.0538 4.1274
15 EBCR_MSD_KNN 3.054 4.1276
15 COS_KNN 3.0626 4.1758
15 SW_COS_KNN 3.0626 4.1757
15 BCR_COS_KNN 3.0267 4.0964
15 EBCR_COS_KNN 3.0268 4.0966
15 NormPCC_KNN 3.17 4.2735
15 SW_NormPCC_KNN 3.1699 4.2735
15 BCR_NormPCC_KNN 3.0556 4.1284
15 EBCR_NormPCC_KNN 3.0558 4.1288
20 MSD_KNN 3.1612 4.2749
20 SW_MSD_KNN 3.1612 4.2748
20 BCR_MSD_KNN 3.0732 4.1401
20 EBCR_MSD_KNN 3.0735 4.1403
20 COS_KNN 3.0776 4.1829
20 SW_COS_KNN 3.0776 4.1829
20 BCR_COS_KNN 3.0403 4.1033
20 EBCR_COS_KNN 3.0404 4.1034
20 NormPCC_KNN 3.209 4.307
20 SW_NormPCC_KNN 3.209 4.307
20 BCR_NormPCC_KNN 3.0748 4.1411
20 EBCR_NormPCC_KNN 3.075 4.1413
25 MSD_KNN 3.1844 4.2935
25 SW_MSD_KNN 3.1844 4.2934
25 BCR_MSD_KNN 3.0895 4.1522
25 EBCR_MSD_KNN 3.0897 4.1524
25 COS_KNN 3.0916 4.1919
25 SW_COS_KNN 3.0916 4.1918
25 BCR_COS_KNN 3.0532 4.1125
25 EBCR_COS_KNN 3.0534 4.1127
25 NormPCC_KNN 3.2395 4.3326
25 SW_NormPCC_KNN 3.2395 4.3326
25 BCR_NormPCC_KNN 3.0907 4.1528
25 EBCR_NormPCC_KNN 3.091 4.1531
30 MSD_KNN 3.2035 4.3087
30 SW_MSD_KNN 3.2035 4.3087
30 BCR_MSD_KNN 3.1028 4.1624
30 EBCR_MSD_KNN 3.1031 4.1627
30 COS_KNN 3.1044 4.2004
30 SW_COS_KNN 3.1044 4.2004
30 BCR_COS_KNN 3.0646 4.1212
30 EBCR_COS_KNN 3.0648 4.1214
30 NormPCC_KNN 3.2636 4.3529
30 SW_NormPCC_KNN 3.2636 4.3529
30 BCR_NormPCC_KNN 3.1042 4.1633
30 EBCR_NormPCC_KNN 3.1044 4.1635
35 MSD_KNN 3.2198 4.3218
35 SW_MSD_KNN 3.2198 4.3218
35 BCR_MSD_KNN 3.1141 4.1714
35 EBCR_MSD_KNN 3.1144 4.1717
35 COS_KNN 3.1159 4.2087
35 SW_COS_KNN 3.1159 4.2087
35 BCR_COS_KNN 3.0744 4.1293
35 EBCR_COS_KNN 3.0746 4.1295
35 NormPCC_KNN 3.2834 4.37
35 SW_NormPCC_KNN 3.2834 4.37
35 BCR_NormPCC_KNN 3.1155 4.1723
35 EBCR_NormPCC_KNN 3.1157 4.1726
40 MSD_KNN 3.234 4.3333
40 SW_MSD_KNN 3.234 4.3333
40 BCR_MSD_KNN 3.124 4.1792
40 EBCR_MSD_KNN 3.1242 4.1796
40 COS_KNN 3.1264 4.2164
40 SW_COS_KNN 3.1264 4.2164
40 BCR_COS_KNN 3.0827 4.1362
40 EBCR_COS_KNN 3.0829 4.1365
40 NormPCC_KNN 3.3004 4.3845
40 SW_NormPCC_KNN 3.3004 4.3845
40 BCR_NormPCC_KNN 3.1252 4.1801
40 EBCR_NormPCC_KNN 3.1255 4.1804
Raw
results_ml100k_all.csv
k algo MAE RMSE
no_k SVD 0.7389 0.937
no_k SVD++ 0.7217 0.9204
no_k Baseline 0.7484 0.944
5 MSD_KNN 0.8029 1.023
5 SW_MSD_KNN 0.7831 0.9984
5 BCR_MSD_KNN 0.7902 1.0104
5 EBCR_MSD_KNN 0.7816 1.0012
5 COS_KNN 0.8532 1.0842
5 SW_COS_KNN 0.8443 1.0736
5 BCR_COS_KNN 0.7877 1.0086
5 EBCR_COS_KNN 0.7821 1.0023
5 NormPCC_KNN 0.8556 1.0799
5 SW_NormPCC_KNN 0.842 1.0652
5 BCR_NormPCC_KNN 0.7859 1.0076
5 EBCR_NormPCC_KNN 0.7758 0.9978
10 MSD_KNN 0.7788 0.9887
10 SW_MSD_KNN 0.7698 0.978
10 BCR_MSD_KNN 0.7581 0.9685
10 EBCR_MSD_KNN 0.7517 0.9623
10 COS_KNN 0.8241 1.0442
10 SW_COS_KNN 0.8217 1.0398
10 BCR_COS_KNN 0.7572 0.9697
10 EBCR_COS_KNN 0.7531 0.9653
10 NormPCC_KNN 0.8239 1.0371
10 SW_NormPCC_KNN 0.818 1.03
10 BCR_NormPCC_KNN 0.7564 0.9688
10 EBCR_NormPCC_KNN 0.7507 0.9633
20 MSD_KNN 0.7705 0.9775
20 SW_MSD_KNN 0.7698 0.9756
20 BCR_MSD_KNN 0.7428 0.9488
20 EBCR_MSD_KNN 0.7393 0.9454
20 COS_KNN 0.809 1.0248
20 SW_COS_KNN 0.812 1.0247
20 BCR_COS_KNN 0.7427 0.9508
20 EBCR_COS_KNN 0.7403 0.9484
20 NormPCC_KNN 0.8094 1.018
20 SW_NormPCC_KNN 0.8073 1.0155
20 BCR_NormPCC_KNN 0.7429 0.951
20 EBCR_NormPCC_KNN 0.7395 0.948
40 MSD_KNN 0.7736 0.9797
40 SW_MSD_KNN 0.7774 0.983
40 BCR_MSD_KNN 0.7382 0.9431
40 EBCR_MSD_KNN 0.736 0.9409
40 COS_KNN 0.8044 1.0174
40 SW_COS_KNN 0.8102 1.0196
40 BCR_COS_KNN 0.737 0.9438
40 EBCR_COS_KNN 0.7353 0.942
40 NormPCC_KNN 0.8048 1.0122
40 SW_NormPCC_KNN 0.8059 1.0129
40 BCR_NormPCC_KNN 0.7387 0.9452
40 EBCR_NormPCC_KNN 0.7373 0.9441
60 MSD_KNN 0.7788 0.9849
60 SW_MSD_KNN 0.7837 0.9894
60 BCR_MSD_KNN 0.7385 0.9433
60 EBCR_MSD_KNN 0.7371 0.9419
60 COS_KNN 0.8049 1.0168
60 SW_COS_KNN 0.8115 1.0199
60 BCR_COS_KNN 0.7362 0.9428
60 EBCR_COS_KNN 0.7348 0.9413
60 NormPCC_KNN 0.8051 1.0122
60 SW_NormPCC_KNN 0.8075 1.0143
60 BCR_NormPCC_KNN 0.7388 0.9451
60 EBCR_NormPCC_KNN 0.7382 0.9446
80 MSD_KNN 0.7832 0.9894
80 SW_MSD_KNN 0.7883 0.994
80 BCR_MSD_KNN 0.7395 0.9445
80 EBCR_MSD_KNN 0.7385 0.9435
80 COS_KNN 0.8062 1.0173
80 SW_COS_KNN 0.8125 1.0204
80 BCR_COS_KNN 0.7361 0.9427
80 EBCR_COS_KNN 0.735 0.9414
80 NormPCC_KNN 0.8064 1.0134
80 SW_NormPCC_KNN 0.809 1.0156
80 BCR_NormPCC_KNN 0.7399 0.9461
80 EBCR_NormPCC_KNN 0.7396 0.946
100 MSD_KNN 0.7868 0.9931
100 SW_MSD_KNN 0.7917 0.9974
100 BCR_MSD_KNN 0.7406 0.9458
100 EBCR_MSD_KNN 0.7401 0.9453
100 COS_KNN 0.8075 1.0183
100 SW_COS_KNN 0.8136 1.0211
100 BCR_COS_KNN 0.7365 0.9431
100 EBCR_COS_KNN 0.7354 0.9419
100 NormPCC_KNN 0.8078 1.0147
100 SW_NormPCC_KNN 0.8102 1.0167
100 BCR_NormPCC_KNN 0.7409 0.9472
100 EBCR_NormPCC_KNN 0.741 0.9473
200 MSD_KNN 0.7967 1.0031
200 SW_MSD_KNN 0.7981 1.0037
200 BCR_MSD_KNN 0.7443 0.9497
200 EBCR_MSD_KNN 0.7447 0.9501
200 COS_KNN 0.8133 1.0219
200 SW_COS_KNN 0.8152 1.0224
200 BCR_COS_KNN 0.7373 0.9438
200 EBCR_COS_KNN 0.7364 0.9427
200 NormPCC_KNN 0.8114 1.0183
200 SW_NormPCC_KNN 0.8121 1.0188
200 BCR_NormPCC_KNN 0.7443 0.9505
200 EBCR_NormPCC_KNN 0.745 0.9512
Raw
results_ml1m_all.csv
k algo MAE RMSE
no_k SVD 0.6859 0.8739
no_k SVD++ 0.6731 0.863
no_k Baseline 0.7195 0.9088
5 MSD_KNN 0.7882 1.0042
5 SW_MSD_KNN 0.7338 0.9411
5 BCR_MSD_KNN 0.7822 0.9974
5 EBCR_MSD_KNN 0.769 0.9828
5 COS_KNN 0.8379 1.0623
5 SW_COS_KNN 0.7999 1.0256
5 BCR_COS_KNN 0.775 0.9897
5 EBCR_COS_KNN 0.7719 0.9862
5 NormPCC_KNN 0.8302 1.0484
5 SW_NormPCC_KNN 0.7964 1.0092
5 BCR_NormPCC_KNN 0.775 0.9897
5 EBCR_NormPCC_KNN 0.7526 0.9662
10 MSD_KNN 0.7532 0.9567
10 SW_MSD_KNN 0.7185 0.9163
10 BCR_MSD_KNN 0.7471 0.949
10 EBCR_MSD_KNN 0.7363 0.9374
10 COS_KNN 0.8015 1.0136
10 SW_COS_KNN 0.7804 0.9954
10 BCR_COS_KNN 0.7422 0.9453
10 EBCR_COS_KNN 0.7395 0.942
10 NormPCC_KNN 0.7935 0.9983
10 SW_NormPCC_KNN 0.7738 0.9752
10 BCR_NormPCC_KNN 0.7422 0.9453
10 EBCR_NormPCC_KNN 0.7256 0.929
20 MSD_KNN 0.7349 0.9328
20 SW_MSD_KNN 0.7138 0.908
20 BCR_MSD_KNN 0.7274 0.9227
20 EBCR_MSD_KNN 0.7185 0.9135
20 COS_KNN 0.7815 0.9888
20 SW_COS_KNN 0.7704 0.9802
20 BCR_COS_KNN 0.7241 0.9215
20 EBCR_COS_KNN 0.7213 0.9179
20 NormPCC_KNN 0.7743 0.973
20 SW_NormPCC_KNN 0.7642 0.9607
20 BCR_NormPCC_KNN 0.7241 0.9215
20 EBCR_NormPCC_KNN 0.712 0.9105
40 MSD_KNN 0.7274 0.9229
40 SW_MSD_KNN 0.7165 0.9098
40 BCR_MSD_KNN 0.7165 0.909
40 EBCR_MSD_KNN 0.7096 0.9021
40 COS_KNN 0.771 0.9766
40 SW_COS_KNN 0.7667 0.9733
40 BCR_COS_KNN 0.7144 0.9096
40 EBCR_COS_KNN 0.7116 0.9055
40 NormPCC_KNN 0.7658 0.9618
40 SW_NormPCC_KNN 0.7621 0.9569
40 BCR_NormPCC_KNN 0.7144 0.9096
40 EBCR_NormPCC_KNN 0.7063 0.9031
60 MSD_KNN 0.7269 0.9218
60 SW_MSD_KNN 0.7208 0.9142
60 BCR_MSD_KNN 0.713 0.905
60 EBCR_MSD_KNN 0.7072 0.8994
60 COS_KNN 0.7677 0.9727
60 SW_COS_KNN 0.7664 0.9716
60 BCR_COS_KNN 0.7114 0.9064
60 EBCR_COS_KNN 0.7085 0.9019
60 NormPCC_KNN 0.7641 0.9594
60 SW_NormPCC_KNN 0.763 0.9576
60 BCR_NormPCC_KNN 0.7114 0.9064
60 EBCR_NormPCC_KNN 0.7052 0.9016
80 MSD_KNN 0.7281 0.9228
80 SW_MSD_KNN 0.7248 0.9185
80 BCR_MSD_KNN 0.7115 0.9036
80 EBCR_MSD_KNN 0.7066 0.8988
80 COS_KNN 0.7664 0.9711
80 SW_COS_KNN 0.767 0.9711
80 BCR_COS_KNN 0.7104 0.9055
80 EBCR_COS_KNN 0.7071 0.9005
80 NormPCC_KNN 0.7639 0.959
80 SW_NormPCC_KNN 0.7642 0.9588
80 BCR_NormPCC_KNN 0.7104 0.9055
80 EBCR_NormPCC_KNN 0.7053 0.9018
100 MSD_KNN 0.7298 0.9246
100 SW_MSD_KNN 0.7285 0.9226
100 BCR_MSD_KNN 0.7109 0.9032
100 EBCR_MSD_KNN 0.7067 0.8991
100 COS_KNN 0.766 0.9703
100 SW_COS_KNN 0.7679 0.9711
100 BCR_COS_KNN 0.71 0.9053
100 EBCR_COS_KNN 0.7064 0.8999
100 NormPCC_KNN 0.7644 0.9594
100 SW_NormPCC_KNN 0.7655 0.9602
100 BCR_NormPCC_KNN 0.71 0.9053
100 EBCR_NormPCC_KNN 0.7058 0.9024
200 MSD_KNN 0.7387 0.9342
200 SW_MSD_KNN 0.7418 0.9371
200 BCR_MSD_KNN 0.7114 0.905
200 EBCR_MSD_KNN 0.709 0.9027
200 COS_KNN 0.7669 0.9703
200 SW_COS_KNN 0.772 0.9727
200 BCR_COS_KNN 0.7111 0.9075
200 EBCR_COS_KNN 0.7063 0.9006
200 NormPCC_KNN 0.7675 0.9629
200 SW_NormPCC_KNN 0.7702 0.9654
200 BCR_NormPCC_KNN 0.7111 0.9075
200 EBCR_NormPCC_KNN 0.7092 0.9064
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