Xuyang Lin

Title: Xuyang Lin: Innovator in Data Model Detection and Machine Learning

Introduction

Xuyang Lin is a prominent inventor based in Cambridge, MA, known for his contributions to data model detection and machine learning technologies. With a total of six patents to his name, Lin has made significant strides in the field of computer systems and data analysis.

Latest Patents

Among his latest patents, Lin has developed a system and methods for data model detection and surveillance. This innovative computer system is designed to monitor and detect changes in data-generating processes, particularly in multi-dimensional and unsupervised settings. The system works by splitting a target dataset into paired subgroups using a separator, allowing one or more detectors to identify changes, anomalies, and inconsistencies between these subgroups. Metrics generated by the detectors are then evaluated by a dedicated system.

Another notable patent focuses on generating datasets from heterogeneous sources for machine learning. This computer system is programmed to select feature sets from a vast array of features. The selection process is based on metagradient information obtained from previous machine learning processes, iterating until the selected feature set converges or meets a specified threshold.

Career Highlights

Xuyang Lin is currently employed at Nasdaq, Inc., where he applies his expertise in data systems and machine learning. His work at Nasdaq has allowed him to contribute to advancements in financial technology and data analysis.

Collaborations

Lin collaborates with notable colleagues, including Tudor Morosan and Douglas Hamilton, who share his passion for innovation in technology and data systems.

Conclusion

Xuyang Lin's contributions to data model detection and machine learning exemplify his commitment to advancing technology. His innovative patents and work at Nasdaq, Inc. highlight his role as a leading inventor in the field.