Hui Zhou

Title: Innovations by Hui Zhou: A Leader in Knowledge Graph Technologies

Introduction

Hui Zhou, based in Sunnyvale, CA, is a prominent inventor with an impressive portfolio of 21 patents. His work primarily focuses on innovations in knowledge graph construction and product recommendation systems, showcasing his expertise in artificial intelligence and machine learning applications in the fashion industry.

Latest Patents

Among Hui Zhou's latest patents is a groundbreaking system and method for product recommendation based on a multimodal fashion knowledge graph. This innovative method enables the recommendation of garments that match an inputted garment by utilizing attributes extracted from text descriptions and images. The process includes querying a comprehensive knowledge graph to obtain matched attributes, retrieving candidate products from a garment pool, and determining the most suitable target garment based on grading scores between the features of the inputted garment and the candidates.

Another significant patent is a system for knowledge graph construction using capsule neural networks. This system defines entities and relationships within the knowledge graph, utilizing a computing device to convert sentences into fix-length embeddings and employ set transformers to learn from primary capsule layers. By projecting head and tail entities into specific relation spaces, the system effectively determines the existence of relationships, culminating in a robust knowledge graph.

Career Highlights

Hui Zhou has contributed his expertise to several notable companies, including JD.com and the American Technologies Corporation. His experience in these organizations has allowed him to refine his skills in developing advanced technologies that bridge the gap between fashion and artificial intelligence.

Collaborations

Throughout his career, Hui Zhou has collaborated with esteemed colleagues such as Li Chen and Shanglin Yang. Their collective efforts in research and development have propelled innovations in knowledge graphs and their applications in various domains.

Conclusion

Hui Zhou stands out as a distinguished inventor whose innovations in knowledge graphs and product recommendation systems are shaping the future of fashion technology. With a total of 21 patents, his contributions continue to push the boundaries of artificial intelligence and enhance user experiences in garment selection. His work exemplifies the synergy between technological advancements and practical applications in the modern world.