Zhenming Liu

Title: Zhenming Liu: Innovator in Count Tracking Technologies

Introduction

Zhenming Liu is a prominent inventor based in Cambridge, MA, known for his contributions to the field of data management and tracking. He has developed innovative solutions that enhance the efficiency of data processing in distributed environments. His work is particularly relevant in today's data-driven world, where effective data management is crucial.

Latest Patents

Zhenming Liu holds a patent for "Count tracking in distributed environments." This patent addresses the challenges faced in data centers where multiple sites receive data. A coordinator node estimates the sum of the data received across these sites. The technology is applicable in various domains, including database applications, search engines, and social networking platforms. The process involves sites and a coordinator node collaborating to sum data, considering both increments and decrements. A unique aspect of this invention is the use of a sampling probability that influences whether a site notifies the coordinator node of new data items. Additionally, a multi-mode algorithm optimizes communication between sites and the coordinator node based on the behavior of the estimated global sum, thereby reducing communication costs.

Career Highlights

Zhenming Liu is currently associated with Microsoft Technology Licensing, LLC, where he continues to innovate and contribute to advancements in technology. His work at Microsoft has allowed him to explore various aspects of data management and tracking, further solidifying his reputation as a leading inventor in this field.

Collaborations

Throughout his career, Zhenming Liu has collaborated with notable colleagues, including Bozidar Radunovic and Milan Vojnovic. These collaborations have enriched his work and contributed to the development of cutting-edge technologies in data processing.

Conclusion

Zhenming Liu's innovative contributions to count tracking in distributed environments highlight his significant role in advancing data management technologies. His patent and ongoing work at Microsoft Technology Licensing, LLC, demonstrate his commitment to improving how data is processed and managed across various applications.