Back to results
US 11,769,217 B2Granted
Systems, methods and apparatus for automatic entity classification based on social media data
AssigneeStrong Force TX Portfolio 2018, LLC
InventorCharles Howard Cella
Life of this patent
Estimating the term…
Abstract
A system, apparatus and method for automatic entity classification based on social media data is disclosed. An example system may include a social network data collection circuit to collect information about at least one entity involved in a bond transaction, and a condition classifying circuit to classify a condition of the at least one entity in accordance with a model and based on information from the social network data collection circuit, where the model is trained using a training data set of a plurality of outcomes related to the at least one entity. The system may further include an automated bond management circuit to manage an action related to the bond in response to the classified condition of the at least one entity.
Claims21
A system, comprising:
- a set of processors providing bond management services, each processor within the set of processors forming part of at least one of:
- a server, a cloud server, a computer network, a mobile computing platform, or a stationary computing platform, the set of processors including:
- a social network data collection circuit structured to collect social network information from a social network about at least one entity involved in at least one transaction comprising at least one bond, the social network information including at least one of:
- a location or a behavior;
- a condition classifying circuit structured to:
- train a classification model on a training data set comprising:
- a plurality of outcomes for at least one other entity with respect to one or more other transactions related to one or more other bonds;
- and
- other social network information related to the at least one other entity;
- and
- classify, via the classification model, a condition of the at least one entity based on the social network information;
- and
- an automated bond management circuit structured to manage an action related to the at least one bond in response to the classified condition of the at least one entity,
- wherein the action comprises at least one of:
- foreclosing on a set of assets, or
- setting a rating for the at least one entity, and
- wherein the condition classifying circuit is further structured to:
- update the training data set based on an outcome of the at least one entity with respect to the at least one bond, and
- train the classification model on the updated training data set.
16 more elements
A method, comprising:
- collecting, via a set of processors that provides a bond management service, social network information from a social network about at least one entity involved in at least one transaction comprising at least one bond, the social network information corresponding to at least one of:
- a location or a behavior of the at least one entity, each processor within the set of processors forming part of at least one of a server, a cloud server, a computer network, a mobile computing platform, or a stationary computing platform;
- training, via the set of processors, a classification model using a training data set comprising a plurality of outcomes and other social network information, the plurality of outcomes being related to a plurality of other entities with respect to a plurality of other transactions involving at least one other bond, the other social network information corresponding to the plurality of other entities;
- classifying, via the set of processors, a condition of the at least one entity using the classification model and the social network information;
- and
- managing, via the set of processors, an action related to the at least one bond in response to the classified condition of the at least one entity,
- wherein the action comprises at least one of:
- underwriting a bond or closing a transaction.
5 more elements
An apparatus, comprising:
- a set of processors providing bond management services, each processor within the set of processors forming part of at least one of a server, a cloud server, a computer network, a mobile computing platform, or a stationary computing platform, the set of processors including:
- a social network data collection circuit structured to collect social network information from a social network about at least one entity involved in at least one transaction comprising at least one bond;
- a condition classifying circuit structured to:
- train a classification model on a training data set comprising:
- outcomes for other entities for other transactions related to other bonds;
- and
- other social network information related to the other entities;
- and
- classify, via the classification model, a condition of the at least one entity using the social network information collected by the social network data collection circuit;
- a smart contract circuit structured to manage a smart contract for the at least one transaction in response to the classified condition of the at least one entity;
- and
- an event processing circuit structured to:
- process an event relevant to an ownership of at least one asset related to the at least one bond;
- and
- undertake an action related to the at least one transaction in response to the event,
- wherein the action comprises recording a change in a title.
13 more elements
Dependencies are inferred from the claim text.