Ankit Arun

Title: Ankit Arun: Innovator in Cybersecurity

Introduction

Ankit Arun is a notable inventor based in San Jose, California, recognized for his contributions to cybersecurity through innovative methodologies and systems. With a total of two patents to his name, he has made significant strides in detecting malicious activities within evolving networks.

Latest Patents

Ankit's latest patents include a method and system for employing graph analysis to detect malicious activity in time-evolving networks. This invention provides a framework for identifying malicious entities by modeling activities in a network graph that represents associations between different entities. The system employs classification methods to predict scores indicative of suspected maliciousness and introduces a unified graph inference method to uncover previously undetected malicious entities by utilizing both structural and behavioral features.

Another significant patent is a method and system for learning representations for log data in cybersecurity. This invention focuses on forming a time-based series of behavioral features to analyze for attack detection, new feature derivation, and feature evaluation. The analysis may involve various advanced techniques, including Feed-Forward Neural Networks (FFNN), Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), Long Short-Term Memories (LSTMs), Principal Component Analysis (PCA), Random Forest pipeline methods, and autoencoders. The method is designed to learn new features from historical data, enhancing the overall cybersecurity framework.

Career Highlights

Ankit has worked with Patternex, Inc., where he applied his expertise in cybersecurity to develop innovative solutions. His work has significantly impacted the field, particularly in enhancing the detection of malicious activities.

Collaborations

Ankit has collaborated with notable professionals in the industry, including Ignacio Arnaldo and Mei Lem. These collaborations have contributed to the advancement of his projects and the overall field of cybersecurity.

Conclusion

Ankit Arun stands out as an influential inventor in the realm of cybersecurity, with his innovative patents addressing critical challenges in detecting malicious activities. His work continues to shape the future of cybersecurity practices and methodologies.