- 专利标题: Prediction of travel time and determination of prediction interval
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申请号: US16413228申请日: 2019-05-15
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公开(公告)号: US11853909B1公开(公告)日: 2023-12-26
- 发明人: Ryan J. O'Neil , Sagar Sahasrabudhe , Gregory Danko , Carolyn Mooney
- 申请人: GrubHub Holdings Inc.
- 申请人地址: US IL Chicago
- 专利权人: GRUBHUB HOLDINGS INC.
- 当前专利权人: GRUBHUB HOLDINGS INC.
- 当前专利权人地址: US IL Chicago
- 代理机构: Baker Botts L.L.P.
- 主分类号: G06Q10/04
- IPC分类号: G06Q10/04 ; G06Q10/08 ; G01C21/36 ; G06N20/00 ; G06F17/18 ; G06N5/04 ; G06Q10/06 ; G06F30/20 ; G06Q10/063 ; G06Q10/0835 ; G06Q10/083 ; G06Q10/0833
摘要:
A computer-implemented method comprises receiving training data corresponding to a plurality of trips, the training data including at least a value for a set of attributes for each of the plurality of trips, the set of attributes including an indication of when in a week a trip is taken or in which of a plurality of meal-based time zones in a day the trip is taken, the training data including an actual travel time for each of the plurality of trips. The method further comprises creating and storing, in computer memory, a digital model that is configured to predict a travel time for a future trip based on the training data, the digital model including a set of parameters corresponding to the set of attributes, the digital model including a plurality of sets of values for the set of parameters. In addition, the method comprises receiving specific data for a specific trip, the specific data including an indication when in a week the specific trip will be taken or in which of a plurality of meal-based time zones of a day the specific trip will be taken; calculating a specific travel time for the specific trip using the digital model; determining a specific prediction interval for the specific travel time based on the plurality of sets of values for the set of parameters; and causing display of the specific travel time and the specific prediction interval.
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