Review Article

A Survey of Long-Tail Item Recommendation Methods

Table 5

The summary on multiobjective optimization-based long-tail item recommendation methods.

Ref.DatasetsMain evaluation metricsObjective function

[19]Amazon [58]
Red dataset [59]
Recall, AP, MAE, NDCGC-HMF, S-HMF
[26]MovieLensPrecision, coverage, Gini coefficient5D-score
[31]MovieLens, Jester, NetflixPrecision, diversity, noveltyAccuracy, nonpopular items metric (novelty)
[32]MovieLens, NetflixPrecision, recall, coverage, MAEMAE, coverage
[33]MovieLens, NetflixPrecision, RMSE, personalized diversity metric, noveltyDiversity, long-tailed distribution, accuracy