James R Verbus

Title: Innovations by James R. Verbus

Introduction

James R. Verbus is an accomplished inventor based in San Mateo, CA. He has made significant contributions to the field of technology, particularly in the realm of online user activity analysis. With a total of 2 patents, Verbus has developed innovative solutions that enhance the detection of abusive user behavior in online networks.

Latest Patents

Verbus's latest patents include groundbreaking work in deep learning algorithms. One of his patents focuses on "Deep learning using activity graph to detect abusive user activity in online networks." This invention introduces a deep learning algorithm that operates on a transition matrix formed from user activities. The transition matrix records the frequencies of transitions between various user activity paths, allowing for a more nuanced understanding of user behavior.

Another notable patent is "Deep learning to detect abusive sequences of user activity in online networks." This invention leverages raw sequences of user activity to efficiently identify adversarial attacks. By translating specific request paths into standardized tokens, the system eliminates the need for human curation of features. The standardized request paths are then converted into integers based on their frequency across all users, providing valuable information to the machine-learning model.

Career Highlights

James R. Verbus is currently employed at Microsoft Technology Licensing, LLC, where he continues to innovate and contribute to the field of technology. His work focuses on enhancing online security and user experience through advanced algorithms and data analysis.

Collaborations

Verbus collaborates with talented individuals such as Beibei Wang and Yi Wu, who contribute to the development and refinement of his innovative projects.

Conclusion

James R. Verbus is a notable inventor whose work in deep learning and user activity analysis has the potential to significantly improve online security. His contributions to the field are marked by his innovative patents and collaborative efforts.