LastFM top ten artists.

LastFM top ten artists.

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Recommender Systems (RSs) are used to provide users with personalized item recommendations and help them overcome the problem of information overload. Currently, recommendation methods based on deep learning are gaining ground over traditional methods such as matrix factorization due to their ability to represent the complex relationships between u...

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... in the MovieLens dataset, the number of male users is considerably higher than the female users. Figure 8 illustrates the top ten most popular artists regarding the number of records. Figure 9 shows the distribution of records throughout the world map. ...

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Graph convolutional networks (GCNs) have become prevalent in recommender system (RS) due to their superiority in modeling collaborative patterns. Although improving the overall accuracy, GCNs unfortunately amplify popularity bias -- tail items are less likely to be recommended. This effect prevents the GCN-based RS from making precise and fair reco...