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"The more we know about you, the better the [recommendation] engine can be," said Sung, who warned that overloading listeners with choice provided a poor user experience, and that a fine balance must be struck between quantity and quality of recommendations.
This lends additional evidence to the quality of recommendations provided by our approach.
Ultimately, the proof of the pudding will depend very much on the quality of recommendations Buyhandpicked can generate.
In fact, the higher the similarity threshold is, the greater the quality of recommendations and the precision rate are.
Our system is designed to provide a high quality of recommendations with a very low computation cost.
StumbleUpon will remain focused on helping people discover interesting content by increasing the accessibility of the StumbleUpon service and the quality of recommendations.
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Some issues related to the quality of recommendation and to computational aspects still arise (e.g., cold-start recommendations).
In order to improve the quality of recommendation, various improved approaches, such as Singular value decomposition (SVD) [8], Biparite network [9, 10] and Random walk [11], were introduced to collaborative filtering.
At StumbleUpon, there are two core factors that dictate our user retention: quality of content recommendations and latency for providing those recommendations.
Rejected recommendations raise questions about the quality of the recommendations, the reasonableness of the organisation's response, or both.
Ensuring scalability of recommender systems without sacrificing the quality of the recommendations produced, presents significant challenges, especially in the large-scale, real-world setting of mobile ad targeting.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com