Moazzam Khan

Title: Moazzam Khan: Innovator in High-Dimensional Data Analysis

Introduction

Moazzam Khan is a prominent inventor based in Marietta, GA (US), known for his significant contributions to the field of data analysis. With a total of six patents to his name, he has made remarkable strides in the realm of anomaly detection and randomness detection in network data. His innovative work has garnered attention in the tech industry, particularly through his association with International Business Machines Corporation (IBM).

Latest Patents

One of Moazzam Khan's latest patents is focused on anomaly detection over high-dimensional space. This invention involves the use of one or more computer processors to create a binary cluster of events by bootstrapping a set of ground truths contained within a rule engine applied to a set of high-dimensional datapoints. The binary cluster consists of two clusters, each containing a plurality of high-dimensional datapoints. The invention also includes determining peer groups for unknown high-dimensional datapoints using a trained multiclass classifier, which assigns these datapoints to peer groups through an incremental learning algorithm to optimize system resources. Additionally, it creates an activity distribution for each unknown high-dimensional datapoint associated with a user and calculates a deviation percentage to classify users or datapoints as risky if they exceed a deviation threshold.

Another notable patent by Khan is related to randomness detection in network data. This patent outlines a process that includes dividing a data file into multiple data chunks, generating a randomness value for each chunk based on predefined randomness tests, and accumulating these values to produce an overall randomness value. The invention can detect whether the data file is encrypted or compressed based on the accumulated randomness value and a predetermined threshold, storing relevant detection information for further analysis.

Career Highlights

Moazzam Khan has established a successful career at IBM, where he has been able to apply his innovative ideas and technical expertise. His work has not only contributed to the advancement of data analysis technologies but has also positioned him as a key player in the field of computer science.

Collaborations

Throughout his career, Khan has collaborated with notable colleagues, including Bradley E Harris and James Brent Peterson. These collaborations have further enriched his work and contributed to the development of cutting-edge technologies in data analysis.

Conclusion

Moazzam Khan's contributions to the field of data analysis through his patents and work at IBM highlight his innovative spirit and technical prowess. His inventions in