Cigna Intellectual Property, Inc.

Man Hin Wong

David Fogarty

Yee Wah Eva Lee

Man Tat Lam

Stephanie C Swain

Yogendra D Bhosrekar

Robert E Chudzik

Margaret A Shaw

Sourav Maharana

A computer system includes memory hardware configured to store a machine learning model, historical feature vector inputs, and computer-executable instructions, and processor hardware configured to execute the instructions. The instructions include training a first machine learning model with the historical feature vector inputs to generate a title score output, and training a second machine learning model with the historical feature vector inputs to generate a background score output. For each entity in a set, the instructions include processing a title feature vector input with the first machine learning model, and processing a background feature vector with a second machine learning model, to generate a tittle score output and a background score output each indicative of a likelihood that the entity is a decision entity. The instructions include automatically distributing structured campaign data to the entity based on the title score output and the background score output.

Machine learning systems for automated database element processing and prediction output generation

Growing community of inventors

Hong Kong, China

Man Hin Wong