Company Filing History:
Years Active: 2018-2022
Title: Innovations of Inventor Huaizhi Li
Introduction
Huaizhi Li is an accomplished inventor based in Belmont, CA. He has made significant contributions to the field of database management and machine learning, holding a total of 3 patents. His work focuses on enhancing system performance and resource management in massively parallel processing databases.
Latest Patents
Huaizhi Li's latest patents include innovative methods for using machine learning to estimate query resource consumption in massively parallel processing databases (MPPDB). This technology allows for the joint estimation of query resource consumption and detection of resource extreme events. By utilizing an adaptive kernel, the system learns the most optimal similarity relation metric for data from various system settings. Additionally, multi-level stacking technology is employed to leverage outputs from diverse base classifier models. The advantages of this invention include faster and more reliable system performance, as well as the prevention of resource issues such as out of memory (OOM) occurrences.
Another notable patent focuses on memory-aware plan negotiation in query concurrency control. This method involves receiving a query and generating a first query plan that executes the query in system memory without constraints. If the available system memory does not meet the estimated cost for executing the query, it is placed in a queue. The method also includes conditionally selecting the query from the queue and generating a second query plan that complies with system memory constraints.
Career Highlights
Huaizhi Li has worked with prominent companies in the technology sector, including Future Wei Technologies, Inc. and Huawei Technologies Co., Limited. His experience in these organizations has allowed him to develop and refine his innovative ideas in database management and machine learning.
Collaborations
Huaizhi Li has collaborated with talented individuals in his field, including Mingyi Zhang and Yu Dong. These partnerships have contributed to the advancement of his research and the successful development of his patents.
Conclusion
Huaizhi Li's contributions to the field of database management and machine learning are noteworthy. His innovative patents demonstrate his commitment to improving system performance and resource management. His work continues to influence the industry and pave the way for future advancements.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.