This inventor holds 1 USPTO granted patent and 2 published patent applications. Top assignee: Unitedhealth Group Incorporated. Active years: 2026.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile
Company Filing History:
Years Active: 2026
Title: Maureen E. Calkins: Inventor in Context-Based Document Classification.
Introduction
Maureen E. Calkins is an inventor associated with Hamburg, New York. Her patent work includes a machine-learning approach to classifying documents based on context.
Latest Patents
Calkins is named on one patent, titled “Machine Learning Techniques for Context-Based Document Classification.” The invention describes methods and systems for predicting document classifications using a hierarchical, attention-based keyword-classifier framework. Its techniques include contextual keyword classifications and greedy matching indicators.
Career Highlights
Calkins is associated with UnitedHealth Group Incorporated. Her patent reflects the application of machine learning to document classification.
Collaborations
The provided information lists Rahul Singh and Rakesh P. A. as Calkins’s coworkers. The patent description also identifies a collaborative technical effort involving methods, apparatus, systems, and computing devices.
Conclusion
Maureen E. Calkins’s documented invention applies contextual and attention-based machine-learning techniques to document classification, and her patent record includes 1 patent.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile