The Browsemaps: Collaborative Filtering at LinkedIn

@inproceedings{Wu2014TheBC,
  title={The Browsemaps: Collaborative Filtering at LinkedIn},
  author={Lili Wu and Sam Shah and Sean Choi and Mitul Tiwari and Christian Posse},
  booktitle={RSWeb@RecSys},
  year={2014}
}
Many web properties make extensive use of item-based collaborative filtering, which showcases relationships between pairs of items based on the wisdom of the crowd. This paper presents LinkedIn’s horizontal collaborative filtering infrastructure, known as browsemaps. The platform enables rapid development, deployment, and computation of collaborative filtering recommendations for almost any use case on LinkedIn. In addition, it provides centralized management of scaling, monitoring, and other… CONTINUE READING

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