Panpan Qi

Title: Panpan Qi - Innovator in Bot Detection Technology

Introduction

Panpan Qi is a notable inventor based in Singapore, recognized for his contributions to the field of machine learning and bot detection. With a focus on enhancing user experience and security in digital environments, Qi has developed innovative solutions that address the challenges posed by automated bots.

Latest Patents

Panpan Qi holds a patent for a "Two-sided machine learning framework for pointer movement-based bot detection." This patent presents methods and systems for detecting bots by tracking the movement of a pointing device through a graphical user interface (GUI) of an application. The invention involves obtaining movement data associated with various locations of the pointing device within the GUI and mapping this data to functional areas over consecutive time intervals. By generating vectors that represent sequences of movements and utilizing trained machine learning models, the system determines whether the movements were produced by human interaction or automated processes.

Career Highlights

Currently, Panpan Qi is employed at PayPal, Inc., where he continues to innovate and develop technologies that enhance security and user interaction. His work at PayPal reflects his commitment to improving digital transaction safety and user experience.

Collaborations

Panpan Qi collaborates with talented individuals such as Zhe Chen and Jiyi Zhang, contributing to a dynamic team focused on advancing technology in the financial sector.

Conclusion

Panpan Qi's innovative work in bot detection through machine learning exemplifies the impact of technology on enhancing security in digital interactions. His contributions are significant in the ongoing battle against automated threats in online environments.