Research Article

An Improved Sequential Recommendation Algorithm based on Short-Sequence Enhancement and Temporal Self-Attention Mechanism

Table 3

The experimental results.

ModelsML-1MAM-BE
HR@10NDCG@10HR@10NDCG@10

POP0.43860.23890.32150.1758
BPR0.59520.34210.25540.1523
FPMC0.61820.39170.37710.2477
GRU4Rec+0.65220.43340.39490.2556
Caser0.75170.50110.40640.2547
SASRec0.79290.55240.41850.2722
TiSASRec0.80380.57060.43450.2818
Ours (SeTsRec)0.81270.58050.47540.3036