Mayur Bency

Title: **Innovative Contributions of Inventor Mayur Bency**

Introduction

Mayur Bency, an accomplished inventor based in Foster City, CA, has made significant contributions to the technological landscape, holding a total of 6 patents. His inventive work primarily focuses on optimizing database performance through innovative prediction techniques.

Latest Patents

Among his latest patents, Mayur's innovations include methods related to the prediction of buffer pool size for transaction processing workloads. The techniques involve using gathered data to assess whether a target workload is in a steady state. This data aids in predicting object-specific buffer pool size components for database objects based on their disk I/O requests, emphasizing objects with greater I/O activity. He employs coverage functions that determine the percentage of database object size that should be stored in the buffer pool, utilizing both heuristic and machine learning-based approaches.

Additionally, Mayur's patent on automated provisioning for database performance leverages trained query performance machine learning (QP-ML) models to optimize compute node cluster sizes for in-memory workloads. These models predict various parameters, including query runtimes and network communication times, to select an ideal cluster size. Furthermore, data capacity machine learning (DC-ML) models are utilized to determine the minimum number of compute nodes required for effective workload execution.

Career Highlights

Mayur Bency currently works at Oracle International Corporation, a leading firm in database technology and cloud applications. His work at Oracle is characterized by a strong emphasis on performance optimization and machine learning applications in database systems, showcasing his commitment to enhancing data processing efficiency.

Collaborations

Throughout his career, Mayur has collaborated with talented professionals, including Seema Sundara and Nipun Agarwal. These collaborations foster innovative environments, allowing for the development of leading-edge solutions that address contemporary challenges in the industry.

Conclusion

As a patent holder with a trajectory of excellence in database performance technologies, Mayur Bency exemplifies the impactful role of inventors in the tech landscape. His contributions not only reflect his expertise but also pave the way for future innovations that enhance the way we manage and process data.