Machine Learning Based Federated Learning with Hierarchical Modeling Hotel Upsell

    公开(公告)号:US20240020716A1

    公开(公告)日:2024-01-18

    申请号:US18049402

    申请日:2022-10-25

    CPC classification number: G06Q30/0206 G06N20/20 G06Q30/0201 G06Q50/12

    Abstract: Embodiments upsell a hotel room selection by generating a first hierarchical prediction model corresponding to a first hotel chain, the first hierarchical prediction model receiving reservation data from one or more corresponding first hotel properties, and generating a second hierarchical prediction model corresponding to a second hotel chain, the second hierarchical prediction model receiving reservation data from one or more corresponding second hotel properties. At each of the first hierarchical prediction model and the second hierarchical prediction model, embodiments generate corresponding model parameters. At a horizontal federated server, embodiments receive the corresponding model parameters and average the model parameters to be used as a new probability distribution, and distribute the new probability distribution to the first hotel properties and the second hotel properties.

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