Huihsin Tseng

Title: Innovator Huihsin Tseng: Pioneering Machine Learning in Malware Detection

Introduction

Huihsin Tseng is a notable inventor based in Cupertino, California, with a focus on advancing technology in the field of cybersecurity. With four patents to his name, he has made significant contributions to the domain of machine learning-based malware detection.

Latest Patents

Huihsin Tseng's latest innovations include groundbreaking patents that enhance the way malware is detected using machine learning techniques. One key patent describes a system and method for intelligent machine learning-based malware detection. This method involves receiving a series of packets associated with a file, extracting features from these packets, and applying a trained machine learning model to assess their likelihood of being malicious. If the probability of maliciousness falls within a certain range, the packet is marked as having uncertain maliciousness.

Another significant patent outlines a computer-implemented method for malware detection that analyzes files on a per-packet basis. This method involves converting binary content into a digital representation, tokenizing associated text, and extracting various features from the packets. The trained machine learning model then evaluates these features, ultimately providing a probability of maliciousness for the received packet. If this probability surpasses a defined threshold, the file is classified as malicious, offering a refined approach to cybersecurity.

Career Highlights

Huihsin Tseng currently works at Zscaler, Inc., a company renowned for its innovative cloud security solutions. His work contributes to enhancing the capabilities of Zscaler, enabling organizations to combat cyber threats more effectively through machine learning integration.

Collaborations

Throughout his career, Huihsin Tseng has collaborated with other skilled professionals, including Hao Xu and Jian L. Zhen. Together, they have worked on projects that leverage cutting-edge technologies to advance the landscape of malware detection and cybersecurity.

Conclusion

Huihsin Tseng's contributions to machine learning and malware detection demonstrate his commitment to innovation in the technology sector. With a strong patent portfolio and collaborations with leading professionals, he continues to influence the evolution of cybersecurity solutions. As cyber threats become increasingly sophisticated, his work remains pivotal in safeguarding digital environments.