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Recommendation on Amazon Health

66.2Recall

w/o Edge

Updated 1mo ago

Evaluation Results

Method
w/o Edge 2025.01	66.2	24.46	7.9	23.9	37.96	44.5
w/o Cost 2025.01	63.82	23.02	7.15	15.48	24.34	30.86
r-AdjNorm 2025.01	63.12	23.72	7.24	28.74	40.83	39.93
APDA 2025.01	63.02	23.81	7.34	22.43	42.26	42.07
LightGCN 2025.01	62.84	23.56	7.15	28.32	41.31	40.88
Reg 2025.01	62.46	23.38	7.05	29.21	40.76	39.95
Our model2/3 2025.01	61.82	23.16	7.64	11.99	20.01	24.27
DPNS 2025.01	60.71	23.22	7.21	89.23	57.4	56.86
Our model1/2 2025.01	60.17	22.97	7.55	16.62	20.76	27.03
Disentangling Popularity and Quality 2025.01	39.44	18.85	7.44	52.21	37.46	44.12
r-AdjNorm 2025.01	37.73	18.25	6.77	54.35	41.44	40.16
Disentangling Popularity and Quality 2025.01	37.43	18.08	7.26	37.32	20.05	24.47
APDA 2025.01	37.41	18.33	6.93	53.1	41.13	41.49
LightGCN 2025.01	37.32	18.09	6.72	55.27	40.33	40.05
DPNS 2025.01	37.21	18.2	6.82	87.88	53	52.47
Reg 2025.01	36.97	17.88	6.59	56.55	42.55	40.66
Disentangling Popularity and Quality 2025.01	36.76	17.28	6.63	42.86	27.16	34.27
Disentangling Popularity and Quality 2025.01	36.22	17.92	7.02	42.38	21.04	28.52
Our model 2025.01	28.09	15.88	7.02	69.89	37.96	44.5
Our model 2025.01	26.79	15.41	6.95	54.02	19.95	24.1
APDA 2025.01	26.69	15.45	6.52	69.13	41.13	41.49
r-AdjNorm 2025.01	26.47	15.25	6.35	66.64	40.83	39.93
LightGCN 2025.01	26.05	14.93	6.19	74.78	45.17	41.98
Reg 2025.01	26.01	14.96	6.2	72.54	44.42	41.57
Our model 2025.01	25.98	14.43	6.24	62.19	30	36.71
Our model 2025.01	25.9	15.14	6.69	60.59	22.5	29.22
DPNS 2025.01	25.83	15.1	6.34	87.13	52.69	51.74
w/o Edge 2025.01	17.98	12.7	6.33	80.64	37.96	44.5
Our model (2/3) 2025.01	17.81	12.46	6.24	68.49	20.01	24.27
Our model (1/2) 2025.01	17.36	12.39	6.18	70.14	20.76	27.3
w/o Cost 2025.01	16.49	11.43	5.62	73.24	30.12	36.92
APDA 2025.01	16.44	12.12	5.75	82.71	41.16	41.44
LightGCN 2025.01	15.97	11.76	5.53	82.52	41.88	40.95
DPNS 2025.01	15.96	11.99	5.71	92	51.79	50.76
Reg 2025.01	15.95	11.7	5.47	83.57	44.42	41.54
r-AdjNorm 2025.01	15.9	11.83	5.59	77.49	40.83	39.93