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Recommendation on Amazon Toys

81.21Recall

w/o Edge

Updated 1mo ago

Evaluation Results

Method
w/o Edge 2025.01	81.21	22.51	5.88	0.0311	0.0486	0.1373
Our model2/3 2025.01	81.13	22.25	5.8	0.0022	0.0286	0.0385
w/o Cost 2025.01	80.59	22.2	5.92	0.0041	0.0284	0.0693
Our model1/2 2025.01	62.58	18.77	4.71	0.0459	0.0149	0.1192
LightGCN 2025.01	60.34	18.56	4.33	0.2078	0.0974	0.214
r-AdjNorm 2025.01	60.11	18.38	4.2	0.1827	0.058	0.1515
Reg 2025.01	60.07	18.51	4.6	0.1964	0.0908	0.1465
APDA 2025.01	59.94	18.32	4.22	0.1528	0.1308	0.2893
DPNS 2025.01	57.68	17.75	4.01	0.7298	0.2803	0.7045
Disentangling Popularity and Quality 2025.01	43.79	15.79	5.47	0.2136	0.0273	0.0911
Disentangling Popularity and Quality 2025.01	43.47	15.53	5.42	0.1696	0.0063	0.0283
Disentangling Popularity and Quality 2025.01	40.85	14.91	5.18	0.2635	0.0169	0.0953
Disentangling Popularity and Quality 2025.01	33.32	13.02	4.35	0.2748	0.0042	0.1305
APDA 2025.01	31.43	11.75	3.66	0.4691	0.1283	0.2745
LightGCN 2025.01	31.26	12.5	3.86	0.4813	0.0979	0.2124
Reg 2025.01	30.21	12.12	3.71	0.4559	0.0821	0.1029
DPNS 2025.01	29.93	11.95	3.72	0.7496	0.4124	0.8636
r-AdjNorm 2025.01	29.58	16.11	3.63	0.4011	0.1451	0.1343
Our model 2025.01	27.77	12.06	4.96	0.2806	0.0286	0.0385
Our model 2025.01	26.84	11.81	4.88	0.3511	0.0974	0.1276
Our model 2025.01	26.41	11.61	4.78	0.3601	0.0941	0.1473
APDA 2025.01	22.24	10.47	3.88	0.5472	0.0881	0.2972
Our model 2025.01	21.59	10.25	4.08	0.4062	0.009	0.1184
DPNS 2025.01	21.35	10.23	3.7	0.8443	0.1973	0.7218
r-AdjNorm 2025.01	20.58	9.87	3.64	0.4783	0.0874	0.1352
LightGCN 2025.01	20.57	9.85	3.6	0.6264	0.0979	0.2124
Reg 2025.01	20.17	9.71	3.56	0.5953	0.0941	0.1854
w/o Edge 2025.01	15.53	8.84	4.28	0.5674	0.0954	0.1314
Our model (2/3) 2025.01	15.31	8.68	4.36	0.4473	0.0286	0.0385
w/o Cost 2025.01	13.41	7.98	4.08	0.5495	0.1185	0.1101
Our model (1/2) 2025.01	11.74	7.32	3.53	0.56	0.0115	0.1145
LightGCN 2025.01	10.94	6.82	3.06	0.7464	0.0804	0.2089
Reg 2025.01	10.72	6.71	2.91	0.7081	0.0784	0.1835
APDA 2025.01	10.53	6.23	3.01	0.6702	0.0783	0.2629
DPNS 2025.01	10.28	6.43	2.95	0.7923	0.1093	0.2351
r-AdjNorm 2025.01	9.86	6.87	2.83	0.6401	0.0829	0.1318