Learning staple goods for a user

An online concierge system accesses an order history database, which describes historical orders for a plurality of users. Each historical order comprises a list of items selected by a user from a plurality of items. The online concierge system determines user streaks, each user streak based on a nu...

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Bibliographische Detailangaben
Hauptverfasser: Shilov, Daniel, Scott, Jason, Hsiao, Daniel, Singh, Angadh
Format: Patent
Sprache:eng
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Beschreibung
Zusammenfassung:An online concierge system accesses an order history database, which describes historical orders for a plurality of users. Each historical order comprises a list of items selected by a user from a plurality of items. The online concierge system determines user streaks, each user streak based on a number of consecutive orders placed by a user that include a particular item. The online concierge system calculates an overall streak distribution based on the user streaks. For each item of at least a subset of the plurality of items, the online concierge system calculates a streak statistic based on a corresponding subset of user streaks and the overall streak distribution. The online concierge system selects a set of staples items for a user based on the streak statistics for the set of staple items and generates a display for the user with a selectable list of the set of staple items.