Predictive recommendation engine
First Claim
1. A system for alerting a user device when an objective is mastered according to a piecewise Gaussian distribution updated according to a Bayesian method, the system comprising:
- a the user device comprising;
a network interface configured to exchange data with a server via a communication network; and
an I/O subsystem configured to convert electrical signals to user interpretable outputs; and
a server configured to;
receive a first response from the user device, the first response comprising an encoded data-carrying electrical signal;
from the encoded data-carrying electrical signal;
identify a user, wherein the user is associated with the first response;
receive user attribute data, wherein the user attribute data comprises a piecewise Gaussian distribution model of a user skill level and a user error value, and wherein the user attribute data, the user skill level, and the user error value are associated with the identified user;
identify a next objective, wherein the next objective is an aggregation of questions;
provide a first question from the aggregation of questions to the identified user via the user device;
receive a second response from the user device in response to the first question;
in response to receiving the second response from the user device;
update the user attribute data according to a Bayesian method, wherein the update to the user attribute data updates the piecewise Gaussian distribution model; and
in response to the update of the user attribute data, generate and provide an alert to the user device indicating to the identified user that the next objective is mastered, wherein the alert comprises a code to direct the user device to provide an indicator of the received alert via the I/O subsystem.
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Abstract
Systems and methods for alerting a user device when an objective is mastered according to a piecewise Gaussian distribution updated according to a Bayesian method are disclosed herein. The system can include a user device having a network interface to exchange data with a server via a communication network, and an I/O subsystem to convert electrical signals to user interpretable outputs user interface. The system can include a server that can: receive a response from the user device; identify a user associated with the response; receive user attribute data; identify a next objective; provide a data packet from the aggregation of data packets to the user via the user device; receive a response from the user device; update the user attribute data according to a Bayesian method; and generate and provide an alert to the user device.
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Citations
20 Claims
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1. A system for alerting a user device when an objective is mastered according to a piecewise Gaussian distribution updated according to a Bayesian method, the system comprising:
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a the user device comprising; a network interface configured to exchange data with a server via a communication network; and an I/O subsystem configured to convert electrical signals to user interpretable outputs; and
a server configured to;receive a first response from the user device, the first response comprising an encoded data-carrying electrical signal; from the encoded data-carrying electrical signal; identify a user, wherein the user is associated with the first response; receive user attribute data, wherein the user attribute data comprises a piecewise Gaussian distribution model of a user skill level and a user error value, and wherein the user attribute data, the user skill level, and the user error value are associated with the identified user; identify a next objective, wherein the next objective is an aggregation of questions; provide a first question from the aggregation of questions to the identified user via the user device; receive a second response from the user device in response to the first question; in response to receiving the second response from the user device; update the user attribute data according to a Bayesian method, wherein the update to the user attribute data updates the piecewise Gaussian distribution model; and in response to the update of the user attribute data, generate and provide an alert to the user device indicating to the identified user that the next objective is mastered, wherein the alert comprises a code to direct the user device to provide an indicator of the received alert via the I/O subsystem. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11)
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12. A method for alerting a user device when an objective is mastered according to a piecewise Gaussian distribution updated according to a Bayesian method, the method comprising:
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receiving a first response from a user device comprising a network interface configured to exchange data with a server via a communication network and an I/O subsystem configured to convert electrical signals to user interpretable outputs, the response comprising an encoded data-carrying electrical signal; identifying a user associated with the first response; receiving user attribute data, wherein the user attribute data comprises a piecewise Gaussian distribution model of a user skill level and a user error value based on the identified user; identifying a next objective, wherein the next objective is an aggregation of questions; providing a first question from the aggregation of questions to the identified user via the user device; receiving a second response from the user device; updating the user attribute data according to a Bayesian method, wherein the update to the user attribute data updates the piecewise Gaussian distribution model; and in response to the updating of the user attribute data, generating and providing an alert to the user device indicating mastery of the next objective, wherein the alert comprises a code to direct the user device to provide an indicator of the received alert via the I/O subsystem. - View Dependent Claims (13, 14, 15, 16, 17, 18, 19, 20)
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Specification