NEAR REAL TIME RELEVANCE RANKER FOR NOTIFICATIONS

A notification platform for distribution of notification content in an on-line social network system addresses the technical problem of optimizing the volume of quality notifications that are being delivered to a given member. A notification delivery system is designed as a stream processing system...

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Hauptverfasser: Shi, Changji, Tao, Zhongen, Chatterjee, Shaunak, Gao, Yan, Nyako, Sandor, Yan, Jinyun
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creator Shi, Changji
Tao, Zhongen
Chatterjee, Shaunak
Gao, Yan
Nyako, Sandor
Yan, Jinyun
description A notification platform for distribution of notification content in an on-line social network system addresses the technical problem of optimizing the volume of quality notifications that are being delivered to a given member. A notification delivery system is designed as a stream processing system that can fetch, store, and process data in a near-line fashion. It can perform feature generation, processing and scoring of notifications, as well as ranking of the notifications based on their respective relevance scores that are calculated using machine learning techniques. The notification delivery system is positioned centrally with respect to different producers of notifications, such that it can consume centrally-stored information about members' holistic notification experiences.
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subjects ELECTRIC COMMUNICATION TECHNIQUE
ELECTRICITY
TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHICCOMMUNICATION
title NEAR REAL TIME RELEVANCE RANKER FOR NOTIFICATIONS
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