Company Filing History:
Years Active: 2022-2024
Title: Innovator Spotlight: Yaqin Zhou
Introduction
Yaqin Zhou is an accomplished inventor based in Singapore, renowned for his contributions to the field of software security. With a focus on enhancing the detection of vulnerabilities in software systems, his innovative work has led to the securing of two significant patents.
Latest Patents
One of his notable patents is titled "Open source vulnerability prediction with machine learning ensemble." This innovative system employs a stacked classifier model combination designed to identify undisclosed flaws within software components at a large scale. The classifier ensemble boasts at least a 54.55% improvement in precision. Utilizing a K-folding cross-validation algorithm, the system partitions a sample dataset to train and test a set of classifiers. Each iteration generates probabilities indicating potential flaws in the software samples, ultimately passing these predictions to a logistic regressor for training a comprehensive logistic regression model. The process culminates in a highly effective classifier ensemble that is pivotal for advancing software security measures.
Career Highlights
Yaqin Zhou is currently affiliated with Veracode, Inc., a company recognized for its dedication to improving application security and reducing vulnerabilities. His innovative contributions not only enhance software reliability but also position Veracode at the forefront of the industry.
Collaborations
Notably, Yaqin collaborates with Asankhaya Sharma, a fellow innovator whose expertise complements Yaqin's research efforts. Together, they are paving the way for advances in machine learning applications for software vulnerability detection.
Conclusion
Yaqin Zhou's commitment to innovation in software security reflects the potential to significantly enhance vulnerability detection processes. Through his patents and collaborative efforts, he plays a crucial role in shaping the future of secure software development.