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

Figure 2

The framework of the proposed model, where represents the behavior sequence of the long-sequence user set ; represents the behavior sequence of the short-sequence user set ; represents the previous item of the item in the sequence ; represents the previous item of the item in the sequence ; and is the generated enhanced short sequence.