DEDUPLICATING RECOMMENDATIONS TO A USER OF AN ONLINE SYSTEM USING A COMPUTER MODEL AND CLUSTERING

    公开(公告)号:US20250156925A1

    公开(公告)日:2025-05-15

    申请号:US18509882

    申请日:2023-11-15

    Applicant: Maplebear Inc.

    Abstract: A trained computer model to identify a list of representative previously purchased items for recommendation to a user of an online system. The online system clusters, based on a similarity score for each pair of items, a set of previously purchased items into multiple clusters. The online system accesses a computer model trained to predict a likelihood of engagement by the user for each item in each cluster, and applies the computer model to predict, based on one or more features of each item, the likelihood of engagement for each item in each cluster. The online system generates, based on the likelihood of engagement, a score for each item in each cluster. The online system selects, based on the score for each item, a representative item from each cluster. The online system causes a device associated with the user to display the representative item from each cluster.

    TRAINED MODEL FOR AUTOMATICALLY DETERMINING DIRECTED SPEND PROGRAM ELIGIBILITY

    公开(公告)号:US20240403907A1

    公开(公告)日:2024-12-05

    申请号:US18204074

    申请日:2023-05-31

    Abstract: Embodiments relate to automatic determination of a directed spend program eligibility for items offered by retailers associated with an online system. The online system provides inputs into a computer model, where the inputs include information about at least one property for each candidate item in a set of candidate items and at least one requirement for a directed spend program. The online system applies the computer model to generate, based on the inputs, an output that comprises an indication of an eligibility for each candidate item in the set for the at least one directed spend program. The online system sends a message causing a device of a user of the online system to display a user interface including an option for the user to add into a cart at least one of the candidate items determined to be eligible for the directed spend program.

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