Reducing mobile device power consumption through predictive speed-based geofence location tracking
Granted: April 4, 2023
Patent Number:
11622326
A method including receiving, at a mobile device, a request to provision a first geofence. The first geofence has a first predicted duration that expires before a second predicted geofence is provisioned by the mobile device. Provisioning the first geofence and the second predicted geofence together consume a first amount of power. The method also includes determining a predictive geofence radius based on a predicted speed of the mobile device. The method also includes provisioning a…
Reducing mobile device power consumption through predictive speed-based geofence location tracking
Granted: April 4, 2023
Patent Number:
11622326
A method including receiving, at a mobile device, a request to provision a first geofence. The first geofence has a first predicted duration that expires before a second predicted geofence is provisioned by the mobile device. Provisioning the first geofence and the second predicted geofence together consume a first amount of power. The method also includes determining a predictive geofence radius based on a predicted speed of the mobile device. The method also includes provisioning a…
Location tracking with loitering logic
Granted: April 4, 2023
Patent Number:
11622227
A location system of a mobile device may detect a first location and a second location of the mobile device. A processor of the mobile device may determine that the first location and second location are within a geofence surrounding the location of interest. The processor may determine a speed at which the mobile device traveled from the first location to the second location. The processor may determine that the mobile device is loitering at the location of interest in response to the…
Multi-channel hybrid models for efficient routing
Granted: April 4, 2023
Patent Number:
11622042
Systems and methods are used to generate contact type predictions that route user customer service requests within a support platform. The contact type predictions are generated using a hybrid model that includes a deep learning component and a business logic component. The deep learning component may generate a multi-channel output based on text features and context features. The multi-channel output is modified based on one or more business rules to generate the contact type…
Large scale and high throughput video identity monitoring and verification
Granted: April 4, 2023
Patent Number:
11621958
Systems and methods for verifying an identity of a party to a video call are disclosed. An example method may be performed by one or more processors of a verification system and include storing first facial encodings, each of the first facial encodings associated with one or more images of a corresponding registered user of a plurality of registered users associated with the verification system, receiving, during a video call associated with a specified registered user of the plurality…
Metamodeling for confidence prediction in machine learning based document extraction
Granted: April 4, 2023
Patent Number:
11620843
A document extraction system executed by a processor, may process documents using manual and automated systems. The document extraction system may efficiently route tasks to the manual and automated systems based on a predicted probability that the results generated by the automated system meet some baseline level of accuracy. To increase document processing speed, documents having a high likelihood of accurate automated processing may be routed to an automated system. To ensure a…
Methods and systems using and constructing merchant communities based on financial transaction data
Granted: April 4, 2023
Patent Number:
11620665
Systems and methods may be used to generate and use a merchant community graph generated based on merchant financial transaction data. Connections between merchants and other data within the merchant community graph can be used to detect fraud, target product offerings and or other advertisements, detect similar communities, generate dynamic attributes that may be used to develop machine learning models, and develop new user interfaces (UIs) and other features of an information service.
Generalized metric for machine learning model evaluation for unsupervised classification
Granted: April 4, 2023
Patent Number:
11620579
Certain aspects of the present disclosure provide techniques for generalized metric for machine learning model evaluation for unsupervised classification including: for each unsupervised machine learning model of one or more unsupervised machine learning models: generating a first set of synthetic inputs for the model of the one or more unsupervised machine learning models; providing the first set of synthetic inputs to the model trained to output a prediction for each input of the first…
Method and system for processing write queries in an application programming interface based on declarative schemas for individual services
Granted: April 4, 2023
Patent Number:
11620312
Certain aspects of the present disclosure provide techniques for processing north-south queries in an application programming interface (API) generated for a plurality of associated services. The method generally includes receiving a request to invoke a function exposed by a first service in the API, wherein the function commits data to one or more data repositories. A data record is generated by the first service based on the received request based on a data object definition and a…
Method and system of automatically predicting anomalies in online forms
Granted: April 4, 2023
Patent Number:
11620274
A computer-implemented system and method for predicting and flagging an anomaly entered in a digital form. A server computing device classifies a plurality of data fields of the digital form to identify a set of non-zero value data fields; and obtains an anomaly detection model comprising a statistical tree structure associated with the data field of the digital form. The server computing device receives datasets including a target value of a data field and values of a set of cohorting…
Multi-channel hybrid models for efficient routing
Granted: April 4, 2023
Patent Number:
11622042
Systems and methods are used to generate contact type predictions that route user customer service requests within a support platform. The contact type predictions are generated using a hybrid model that includes a deep learning component and a business logic component. The deep learning component may generate a multi-channel output based on text features and context features. The multi-channel output is modified based on one or more business rules to generate the contact type…
Large scale and high throughput video identity monitoring and verification
Granted: April 4, 2023
Patent Number:
11621958
Systems and methods for verifying an identity of a party to a video call are disclosed. An example method may be performed by one or more processors of a verification system and include storing first facial encodings, each of the first facial encodings associated with one or more images of a corresponding registered user of a plurality of registered users associated with the verification system, receiving, during a video call associated with a specified registered user of the plurality…
Metamodeling for confidence prediction in machine learning based document extraction
Granted: April 4, 2023
Patent Number:
11620843
A document extraction system executed by a processor, may process documents using manual and automated systems. The document extraction system may efficiently route tasks to the manual and automated systems based on a predicted probability that the results generated by the automated system meet some baseline level of accuracy. To increase document processing speed, documents having a high likelihood of accurate automated processing may be routed to an automated system. To ensure a…
Methods and systems using and constructing merchant communities based on financial transaction data
Granted: April 4, 2023
Patent Number:
11620665
Systems and methods may be used to generate and use a merchant community graph generated based on merchant financial transaction data. Connections between merchants and other data within the merchant community graph can be used to detect fraud, target product offerings and or other advertisements, detect similar communities, generate dynamic attributes that may be used to develop machine learning models, and develop new user interfaces (UIs) and other features of an information service.
Generalized metric for machine learning model evaluation for unsupervised classification
Granted: April 4, 2023
Patent Number:
11620579
Certain aspects of the present disclosure provide techniques for generalized metric for machine learning model evaluation for unsupervised classification including: for each unsupervised machine learning model of one or more unsupervised machine learning models: generating a first set of synthetic inputs for the model of the one or more unsupervised machine learning models; providing the first set of synthetic inputs to the model trained to output a prediction for each input of the first…
Method and system for processing write queries in an application programming interface based on declarative schemas for individual services
Granted: April 4, 2023
Patent Number:
11620312
Certain aspects of the present disclosure provide techniques for processing north-south queries in an application programming interface (API) generated for a plurality of associated services. The method generally includes receiving a request to invoke a function exposed by a first service in the API, wherein the function commits data to one or more data repositories. A data record is generated by the first service based on the received request based on a data object definition and a…
Context-dependent message extraction and transformation
Granted: March 28, 2023
Patent Number:
11616744
Systems and methods for parsing and publishing messages corresponding to changes in a database are disclosed. An example method includes receiving a first plurality of messages from the database, parsing the messages in the first plurality of messages into at least a first group and a second group of messages, each message in a group sharing a common identifier, and forwarding the first group of messages and the second group of messages to an event streaming platform.
Fuzzy string alignment
Granted: March 28, 2023
Patent Number:
11615243
A method includes computing multiple term distances between pairs of multiple first string terms in a first string and multiple second string terms in a second string, generating a cost matrix based on the term distances, and selecting a set of candidate alignments based on the cost matrix. The method further includes generating multiple alignment scores for the set of candidate alignments, and selecting, from the set of candidate alignments, an alignment between the first string and the…
Machine learning model based electronic document completion
Granted: March 28, 2023
Patent Number:
11615236
Systems and methods for machine learning (ML) based electronic document completion are described. A system is configured to receive one or more electronic documents to be completed for a user and provide the one or more electronic documents to an ML model. The ML model is trained to categorize the one or more electronic documents based on previously categorized electronic documents. The system is also configured to: categorize, for each electronic document of the one or more electronic…
System and method for understanding questions of users of a data management system
Granted: March 21, 2023
Patent Number:
11610113
A data management system trains an analysis model with a machine learning process to understand the semantic meaning of queries received from users of the data management system. The machine learning process includes retrieving assistance documents that each include a query and an answer to the query. A training model analyzes each answer and generates first topic distribution data indicating, for each answer, how relevant each of a plurality of topics is to the answer. The queries are…
