Company Filing History:
Years Active: 2017-2025
Title: Innovations of Mingyan Liu
Introduction
Mingyan Liu is a prominent inventor based in Ann Arbor, MI (US). He holds a total of 4 patents that showcase his contributions to technology and healthcare. His work primarily focuses on cognitive impairment detection and network probing using machine learning techniques.
Latest Patents
One of his latest patents is the "Mild cognitive impairment detection and prediction system." This innovative method assesses brain impairment by generating electroencephalogram (EEG) signals from multiple electrodes. It involves removing artifacts from the EEG signals to produce artifact-reduced signals, generating current source density signals, and performing multiscale analysis of dynamic functional connectivity of the brain. The system utilizes classifiers to distinguish between normal cognition and mild cognitive impairment, ultimately generating an EEG-based health score of overall brain activity.
Another significant patent is the "Adaptive network probing using machine learning." This computer-implemented method scans a computer network by sending specific network probes to addresses within the network. It involves receiving responses, appending them to a feature vector, and predicting future responses using a trained machine learning model. This innovative approach enhances the efficiency of network scanning and response prediction.
Career Highlights
Mingyan Liu has made substantial contributions while working at esteemed institutions such as the University of Michigan and Michigan State University. His research and inventions have significantly impacted the fields of cognitive health and network technology.
Collaborations
Mingyan has collaborated with notable colleagues, including Manish Karir and Jing Zhang, who have contributed to his research endeavors.
Conclusion
Mingyan Liu's innovative work in cognitive impairment detection and network probing exemplifies the intersection of technology and healthcare. His patents reflect a commitment to advancing these fields and improving the quality of life through innovation.