UnitedHealth Group had no grants in ecommerce as a theme in Q2 2024.

Recent Patents

Application: Collaborative filter techniques for generating predicted recommendations in sparse domains (Patent ID: US20240212054A1)

The patent filed by UnitedHealth Group Inc. describes a method, apparatus, and system for generating predicted recommendations using input and reference entity representations along with a collaborative filtering machine learning model. The method involves generating an input entity representation based on entity representation features, training the collaborative filtering model on an initialization dataset, and using the model to predict recommendations. These recommendations are then used to perform prediction-based actions, such as generating a recommendation user interface.

Additionally, the patent includes claims for determining qualifying reference entity representation subsets, selecting candidates based on similarity measures and ratings, and generating model-predicted entity-candidate matrices. The computing apparatus and computer program product described in the patent are configured to carry out these methods, including generating input entity representations, training collaborative filtering models, and initiating prediction-based actions based on the predicted recommendations. The patent emphasizes the use of historical data extracted from document data objects to generate the initialization dataset and highlights the importance of generating recommendation user interfaces as part of the prediction-based actions.

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