Correcting speed estimations using aggregated telemetry data
AssigneeMapbox, Inc.
InventorsCamilo Sanin Riano, Ruggero Altair Tacchi, David Ariel Gold
Life of this patent
Estimating the term…
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AssigneeMapbox, Inc.
InventorsCamilo Sanin Riano, Ruggero Altair Tacchi, David Ariel Gold
Estimating the term…
A method for correcting speed estimates for route planning using a machine-learned speed correction model trained on aggregated road data. Location and movement data collected from a plurality of mobile computing devices is aggregated on a server computer and used to train a speed correction model to correct estimated speeds corresponding to roads in one or more geographic regions. Speeds estimates for a road segment in a geographic region are corrected using a speed correction model trained on road data describing road segments in the same geographic region. In some embodiments, road data corresponding to one or more geographic regions is assigned to groups in training the speed correction model. The road data may be anonymized or segmented such that an originating device or route is unidentifiable. More fine-grained speed correction models may also be trained for different or additional factors than geographic region, such as day and/or time.
A computer-implemented method for correcting travel speed estimates on a computing device, the method comprising:
A non-transitory computer-readable storage medium of a computing device storing executable computer instructions, the instructions configured to, when executed by a hardware processor on the mobile computing device, perform steps comprising:
A computing device computer system, the computing device comprising a hardware processor, the hardware processor configured to perform steps comprising:
Dependencies are inferred from the claim text.