Verifying sensor data using embeddings
First Claim
1. A method for verifying a trip for a user and a trip provider, the method comprising:
- receiving, from a client device, data associated with sensor information of the client device and associated with a trip record, the trip record being associated with the trip for the user and the trip provider, the data including (i) a data sample for a set of sensors of the client device and (ii) one or more characteristics of the data sample;
generating a test embedding for the data sample, the test embedding using a plurality of latent dimensions that represent at least a portion of the data sample;
identifying a reference embedding for a set of reference characteristics, the set of reference characteristics corresponding to at least one of the one or more characteristics of the data sample, the reference embedding being based on a set of embeddings each using the plurality of latent dimensions that represent sensor data for a set of trip records different than the trip record, the set of trip records being associated with the set of reference characteristics;
determining a similarity score between the test embedding corresponding to the trip record and the reference embedding by comparing each latent dimension of the test embedding and a corresponding latent dimension of the reference embedding;
verifying, in response to the similarity score exceeding a threshold score, that the data sample was captured while the set of sensors were subject to the set of reference characteristics; and
in response to the verification that the data sample was captured while the set of sensors were subject to the set of reference characteristics, determining that the trip provider and the user traveled together along at least a portion of a route of the trip.
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Accused Products
Abstract
A network system analyzes data samples using embeddings based on, for example, symbolic representations of the data samples or representations in latent dimension space. The network system coordinates providers who provide geographical location-based services to users. The network system may receive data samples from the client device of a provider. For instance, a sensor of the client device captures the data samples during a transportation service along a particular route. To verify that the data samples accurately indicate the location or movement of the provider, the network system can generate a test embedding representing the data samples and compare the test embedding with a reference embedding. The reference embedding is generated based on data samples captured for other similar services, e.g., corresponding to providers who also provided transportation services along the same particular route.
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Citations
20 Claims
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1. A method for verifying a trip for a user and a trip provider, the method comprising:
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receiving, from a client device, data associated with sensor information of the client device and associated with a trip record, the trip record being associated with the trip for the user and the trip provider, the data including (i) a data sample for a set of sensors of the client device and (ii) one or more characteristics of the data sample; generating a test embedding for the data sample, the test embedding using a plurality of latent dimensions that represent at least a portion of the data sample; identifying a reference embedding for a set of reference characteristics, the set of reference characteristics corresponding to at least one of the one or more characteristics of the data sample, the reference embedding being based on a set of embeddings each using the plurality of latent dimensions that represent sensor data for a set of trip records different than the trip record, the set of trip records being associated with the set of reference characteristics; determining a similarity score between the test embedding corresponding to the trip record and the reference embedding by comparing each latent dimension of the test embedding and a corresponding latent dimension of the reference embedding; verifying, in response to the similarity score exceeding a threshold score, that the data sample was captured while the set of sensors were subject to the set of reference characteristics; and in response to the verification that the data sample was captured while the set of sensors were subject to the set of reference characteristics, determining that the trip provider and the user traveled together along at least a portion of a route of the trip. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9)
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10. A method for verifying a trip for a user and a trip provider, the method comprising:
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receiving, from a client device of the user, data associated with sensor information of the client device and associated with a trip record, the trip record being associated with the trip for the user and the trip provider, the data including (i) a data sample for a set of sensors of the client device and (ii) one or more characteristics of the data sample; generating a test embedding for the data sample, the test embedding using a plurality of latent dimensions that represent at least a portion of the data sample; identifying a reference embedding for a set of reference characteristics, the set of reference characteristics corresponding to at least one of the one or more characteristics of the data sample, the reference embedding being based on a set of embeddings each using the plurality of latent dimensions that represent sensor data for a set of trip records different than the trip record, the set of trip records being associated with the set of reference characteristics, the reference embedding generated using a model trained based at least in part on feature vectors derived from data samples captured for the set of trip records; determining a similarity score between the test embedding corresponding to the trip record and the reference embedding by comparing each latent dimension of the test embedding and a corresponding latent dimension of the reference embedding; verifying that the similarity score exceeds a threshold score; and in response to the verification that the similarity score exceeds the threshold score, determining that the user and the trip provider traveled together along at least a portion of a route of the trip using the data sample. - View Dependent Claims (11)
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12. A computer program product comprising a non-transitory computer readable storage medium having instructions, for verifying a trip for a user and a trip provider, encoded thereon that, when executed by one or more processors, cause the one or more processors to:
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receive, from a client device, data associated with sensor information of the client device and associated with a trip record, the trio record being associated with the trip for the user and the trip provider, the data including (i) a data sample for a set of sensors of the client device and (ii) one or more characteristics of the data sample; generate a test embedding for the data sample, the test embedding using a plurality of latent dimensions that represent at least a portion of the data sample; identify a reference embedding for a set of reference characteristics, the set of reference characteristics corresponding to at least one of the one or more characteristics of the data sample, the reference embedding being based on a set of embeddings each using the plurality of latent dimensions that represent sensor data for a set of trip records different than the trip record, the set of trip records being associated with the set of reference characteristics; determine a similarity score between the test embedding corresponding to the trip record and the reference embedding by comparing each latent dimension of the test embedding and a corresponding latent dimension of the reference embedding; verify, in response to the similarity score exceeding a threshold score, that the data sample was captured while the set of sensors were subject to the set of reference characteristics; and in response to the verification that the data sample was captured while the set of sensors were subject to the set of reference characteristics, determine that the trip provider and the user traveled together along at least a portion of a route of the trip. - View Dependent Claims (13, 14, 15, 16, 17, 18, 19, 20)
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Specification