Mohammad Luqman

Title: Innovations by Mohammad Luqman

Introduction

Mohammad Luqman is an accomplished inventor based in Redmond, WA, known for his contributions to the field of recommendation systems. With a total of two patents to his name, he has made significant strides in utilizing complex data for enhancing user experiences.

Latest Patents

Luqman's latest patents include a "Multiple-entity-based recommendation system" and a "Message recommendation system." The multiple-entity-based recommendation system focuses on modeling items and users as complex entities, which consist of static sub-entities and dynamic components. This system leverages rich data and multiple relationships between sub-entities, represented in bipartite graphs. By creating vector representations of these sub-entities using graph-based convolutional networks, the system combines these representations to generate recommendations for items and users. Similarly, the message recommendation system employs the same principles to enhance the recommendation process.

Career Highlights

Mohammad Luqman is currently associated with Microsoft Technology Licensing, LLC, where he continues to innovate and develop advanced recommendation systems. His work has been instrumental in improving the efficiency and accuracy of recommendations in various applications.

Collaborations

Luqman collaborates with talented individuals such as Lekshmi Menon and Amar Budhiraja, contributing to a dynamic and innovative work environment.

Conclusion

In summary, Mohammad Luqman is a notable inventor whose work in recommendation systems has the potential to transform user interactions with technology. His patents reflect a deep understanding of complex data modeling and its applications in real-world scenarios.