Seung Hyun Kong

Title: Seung Hyun Kong: Innovator in Support Vector Data Description

Introduction

Seung Hyun Kong is a notable inventor based in Cary, NC (US). He has made significant contributions to the field of data classification and outlier detection through his innovative patents. With a total of 3 patents, Kong's work has advanced the capabilities of computing devices in handling complex datasets.

Latest Patents

One of Kong's latest patents is titled "Bandwidth selection in support vector data description for classification or outlier detection." This invention involves a computing device that determines a bandwidth parameter value for outlier detection or data classification. The process includes computing a mean pairwise distance value between observation vectors and a tolerance value based on the number of observation vectors. Additionally, a scaling factor value is computed, leading to the determination of a Gaussian bandwidth parameter value. This model outputs the Gaussian bandwidth parameter value and a set of support vectors to classify new observation vectors or identify outliers.

Another significant patent is "Fast training of support vector data description using sampling." In this invention, a computing device identifies outliers in a dataset by determining a Support Vector Data Description (SVDD). The method involves randomly selecting observation vectors from a training dataset and computing optimal values to define sets of support vectors. The process continues until a stop condition is satisfied, resulting in the output of a third set of support vectors.

Career Highlights

Seung Hyun Kong is currently employed at SAS Institute Inc., a leading analytics software company. His work at SAS focuses on developing advanced algorithms for data analysis and machine learning applications. Kong's expertise in support vector data description has positioned him as a key contributor to the company's innovative projects.

Collaborations

Kong has collaborated with talented individuals such as Deovrat Vijay Kakde and Arin Chaudhuri. These collaborations have fostered a creative environment that enhances the development of cutting-edge technologies in data analysis.

Conclusion

Seung Hyun Kong's contributions to the field of data classification and outlier detection through his patents demonstrate his innovative spirit and technical expertise. His work continues to influence advancements in data analytics, making a significant impact in the industry.