Company Filing History:
Years Active: 2024
Title: Innovations by Matthew Edward Antoun: Revolutionizing Database Management
Introduction: Matthew Edward Antoun, an accomplished inventor based in Santa Clara, CA, has made significant contributions to the field of database management. With two patents to his name, Antoun focuses on advancing query optimization through innovative machine learning techniques. His work not only improves database performance but also enhances user experience across various applications.
Latest Patents: Antoun's latest patents showcase his expertise in embedding machine learning within database systems. His first patent titled Query Graph Embedding involves a system that receives an input graph representation of query plans for database queries and generates a feature vector using an embedding machine learning model. This vector provides a distributed representation of the query plans, allowing the system to determine user behaviors and workload characteristics.
The second patent, Reducing Query Optimizer Plan Regressions with Machine Learning Classification, addresses the issue of performance regressions in database execution plans. In this patent, a database system retrieves an old query execution plan (QEP) for a given query and submits it alongside a new QEP to a machine learning classifier. The classifier predicts the likelihood of performance regression when executing the new plan compared to the old one, allowing the database system to execute the more efficient old plan when necessary.
Career Highlights: As a key member of Teradata U.S., Inc., Matthew Antoun has been instrumental in steering innovative projects that enhance data processing and optimization techniques. His extensive experience in database systems contributes significantly to his inventorship, allowing him to create practical solutions to complex problems.
Collaborations: Throughout his career, Antoun has had the opportunity to collaborate with esteemed colleagues, including Douglas Paul Brown and Louis Martin Burger. These partnerships have fostered a creative and innovative environment that has facilitated the development of cutting-edge solutions in database management.
Conclusion: Matthew Edward Antoun stands out as a visionary inventor in the domain of database optimization. His technological advancements through patents not only depict his ingenuity but also highlight the potential for future innovations in the field. Antoun's work continues to have a lasting impact on how database systems operate, setting new standards for performance and efficiency.