Patent ID: 11948203
Assignee: OPTUM SERVICES (IRELAND) LIMITED
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 8:
9. An apparatus comprising one or more processors, at least one communications interface, and at least one memory including computer program code, the computer program code comprising executable instructions, the at least one memory and computer program code configured to, with the one or more processors, cause the apparatus to at least:
receive an instance of claim data, wherein the instance of claim data (a) corresponds to a particular entity, and (b) comprises a plurality of features;
generate, by one or more machine learning models, a claim vector for the instance of claim data based at least in part on the plurality of features for the instance of claim data;
add the claim vector to a plurality of claim vectors, wherein each claim vector of the plurality of claim vectors corresponds to the particular entity;
generate, based at least in part on the plurality of claim vectors, an entity vector corresponding to the particular entity;
based at least in part on the entity vector and at least one of (a) an entity profile corresponding to the particular entity, or (b) an entity cluster with which the particular entity is associated, determine a behavior signal value for the particular entity;
update a behavior signal to include the behavior signal value, wherein the behavior signal (a) is stored in a data structure, and (b) comprises at least two behavior signal values; and
provide the behavior signal for at least one of (a) display via an interactive user interface of a user computing entity or (b) further processing.