NETWORK DEVICE PREDICTIVE MODELING
First Claim
1. A computer-implemented method, comprising:
- generating, at a computing device, a prediction including a correlation between an interaction with a network device and a context, wherein the interaction is associated with a function performed by the network device;
determining confidence parameters associated with the prediction;
testing the prediction, wherein testing includes analyzing received interaction data and contextual data, and wherein analyzing includes determining whether the interaction with the network device occurred in the correlated context;
calculating a confidence value based on the testing outcome;
comparing the confidence value to the confidence parameters; and
transmitting a message, wherein the message relates to a modification of the confidence parameters.
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Accused Products
Abstract
Techniques and systems are provided for predictive modeling based on interactions with a network device. For example, a method may include generating a prediction including a correlation between an interaction with a network device and a context, wherein the interaction is associated with a function performed by the network device. Confidence parameters associated with the prediction can be determined. The prediction can be tested by analyzing received interaction data and contextual data, and the analysis can include determining whether the interaction with the network device occurred in the correlated context. A confidence value can be calculated based on the testing outcome, and can be compared to the confidence parameters. A message relating to modification of the confidence parameters can be transmitted.
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Citations
30 Claims
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1. A computer-implemented method, comprising:
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generating, at a computing device, a prediction including a correlation between an interaction with a network device and a context, wherein the interaction is associated with a function performed by the network device; determining confidence parameters associated with the prediction; testing the prediction, wherein testing includes analyzing received interaction data and contextual data, and wherein analyzing includes determining whether the interaction with the network device occurred in the correlated context; calculating a confidence value based on the testing outcome; comparing the confidence value to the confidence parameters; and transmitting a message, wherein the message relates to a modification of the confidence parameters. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10)
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11. A system, comprising:
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one or more data processors; and a non-transitory computer-readable storage medium containing instructions which when executed on the one or more data processors, cause the one or more data processors to perform operations including; generating a prediction including a correlation between an interaction with a network device and a context, wherein the interaction is associated with a function performed by the network device; determining confidence parameters associated with the prediction; testing the prediction, wherein testing includes analyzing received interaction data and contextual data, and wherein analyzing includes determining whether the interaction with the network device occurred in the correlated context; calculating a confidence value based on the testing outcome; comparing the confidence value to the confidence parameters; and transmitting a message, wherein the message relates to a modification of the confidence parameters. - View Dependent Claims (12, 13, 14, 15, 16, 17, 18, 19, 20)
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21. A computer-program product tangibly embodied in a non-transitory machine-readable storage medium, including instructions configured to cause a data processing apparatus to:
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generate a prediction including a correlation between an interaction with a network device and a context, wherein the interaction is associated with a function performed by the network device; determine confidence parameters associated with the prediction; test the prediction, wherein testing includes analyzing received interaction data and contextual data, and wherein analyzing includes determining whether the interaction with the network device occurred in the correlated context; calculate a confidence value based on the testing outcome; compare the confidence value to the confidence parameters; and transmit a message, wherein the message relates to a modification of the confidence parameters. - View Dependent Claims (22, 23, 24, 25, 26, 27, 28, 29, 30)
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Specification