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"We also allow users to rate our suggestions and use the ratings to generate gift recommendations based on 'collaborative filtering'," he adds.
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In order to address this data sparsity problem, we propose three algorithms2 based on collaborative filtering.
In the mid-90s I developed RARE (Rating and Recommendation Engine), a system for recommending movies to individuals and groups based on collaborative filtering.
Unlike existing group recommenders based on collaborative filtering (CF) which consider ratings of movies to perform the recommendation task, GroupReM primarily employs (personal) tags for capturing the contents of movies considered for recommendation and group members' interests.
We also develop a model to extend the capability of the current recommendation algorithms that are mainly based on collaborative filtering and item-to-item similarity techniques, to incorporate product price and savings as an additional important factor in making recommendations to shoppers.
de Cheveigné, A. & Simon, J.Z. Denoising based on spatial filtering.
Plista is a user-centric real-time personalization and recommendation network 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.
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.
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