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Point-of-interest recommendation

Grant US12585984B2 Kind: B2 Mar 24, 2026

Assignee

BEIJING BAIDU NETCOM SCIENCE TECHNOLOGY CO., LTD.

Inventors

Hao Liu, Weijia Zhang, Dejing Dou, Hui Xiong

Abstract

A training method for a point-of-interest recommendation model and a method for recommending a point of interest are provided. An implementation solution includes: obtaining training data including a plurality of point-of-interest recommendation requests; determining initialization parameters of the point-of-interest recommendation model; for a first point-of-interest recommendation request among the plurality of point-of-interest recommendation requests, determining a current return for the first point-of-interest recommendation request by utilizing the point-of-interest recommendation model, and determining, based on a second point-of-interest recommendation request initiated after the first point-of-interest recommendation request is completed, a target return for the first point-of-interest recommendation request by utilizing the point-of-interest recommendation model; and adjusting the initialization parameters of the point-of-interest recommendation model based on a difference between the current return and the target return for the first point-of-interest recommendation request, to obtain final parameters of the point-of-interest recommendation model.

CPC Classifications

G06N 20/00 G06N 3/045 G06N 3/0464 G06N 3/092 G06N 3/084 B60L 2240/72 B60L 53/67 G06Q 30/0266 G06Q 10/047 G06F 16/9535

Filing Date

2021-11-19

Application No.

17531132

Claims

20