Sentence examples for based on collaborative filtering from inspiring English sources

In order to address this data sparsity problem, we propose three algorithms2 based on collaborative filtering.

Plista is a user-centric real-time personalization and recommendation network based on collaborative filtering.

In this paper, we show that the pattern-based approach improves the efficiency of the solution in comparison with traditional prediction approaches, e.g., based on collaborative filtering.

Some works integrate user preferences and user characteristics into QoS prediction [5, 11, 12, 30], e.g. [11, 12] propose prediction algorithms based on collaborative filtering.

Then these models can be exploited to provide a recommendation based on collaborative filtering [16] that takes advantage of VAA's user community.

In addition to these two strategies, we also propose to construct a utility matrix and to implement recommendation techniques based on collaborative filtering using the utility matrix.

Utilizes the Amazon recommendation platform which is based mainly on collaborative filtering.

The patent says it recommends items based on "automated collaborative filtering".

Second, the system clusters existing users and identifies users' neighbors based on the collaborative filtering algorithm.

The operating core of recommender systems is based on the collaborative filtering stage, which, in current user to user recommender processes, usually uses the Pearson correlation metric.

The vote intention variable is commonly used, to cluster the community of VAA users into disjoint groups, in a social variation of VAAs, called SVAA, that is based on the collaborative filtering [8] philosophy.