Research Article

Self-Attention Based Time-Rating-Aware Context Recommender System

Table 3

Comparison of recommended performance of the SATRAC model and other baselines. The best results are in bold. The underlined numbers are suboptimal results.

DatasetMetricBPRGRURecCaserMARankSASRecHGNTiSASRecSATRAC

Movies-1MHit@100.59220.57810.74870.76220.84930.81230.85290.8591
NDCG@100.34010.37810.51230.51690.57120.54480.57670.6107

Amazon-moviesHit@100.55170.53680.49380.65460.75630.74290.76470.7856
NDCG@100.34640.33170.32010.45620.52380.51670.53340.5519

Amazon-CDsHit@100.56270.53640.68650.69810.70150.70450.70010.7141
NDCG@100.36260.32670.45850.45890.46350.46620.46040.4876