Thursday, January 6, 2011

The Learning Behind Gmail Priority Inbox by D. Aberdeen, O. Pacovsky, A. Slate

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Abstract:
The Priority Inbox feature of Gmail ranks mail by the probability that the user will perform an action on that mail. Because “importance” is highly personal, we try to predict it by learning a per-user statistical model, updated as frequently as possible. This research note describes the challenges of online learning over millions of models, and the solutions adopted.

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