Location History:
- Germantown, WI (US) (2011 - 2012)
- Wauwatosa, WI (US) (2012 - 2023)
Company Filing History:
Years Active: 2011-2023
Title: Innovations of Joel Quizhen Xue
Introduction
Joel Quizhen Xue is a prominent inventor based in Germantown, Wisconsin, known for his significant contributions to the field of electrocardiogram (ECG) diagnosis. With a total of 12 patents to his name, Xue has developed advanced systems that leverage deep neural networks to enhance the accuracy of ECG diagnostics.
Latest Patents
Among his latest patents, Xue has introduced innovative methods and systems for reduced lead electrocardiogram diagnosis using deep neural networks and rule-based systems. One notable patent outlines a method for automatically diagnosing a patient based on reduced lead ECG data, which includes less than twelve lead signals. This method involves acquiring reduced lead ECG data, determining the type of each lead signal, selecting an appropriate deep neural network, and mapping the signals to a diagnosis. This intelligent approach allows for accurate diagnosis using a deep neural network trained on similar ECG lead types.
Another significant patent focuses on a hybrid system that combines rule-based systems with deep neural networks for ECG diagnosis. This system maps ECG data to various features using a convolutional neural network, leading to a preliminary diagnosis through a decision network. The final diagnosis is then refined using the rule-based system, resulting in improved diagnostic accuracy. This hybrid approach is adaptable for various contexts, as the deep learning networks can be trained with community-specific ECG data.
Career Highlights
Throughout his career, Xue has worked with notable companies such as General Electric Company and GE Precision Healthcare LLC. His experience in these organizations has contributed to his expertise in developing cutting-edge diagnostic technologies.
Collaborations
Xue has collaborated with esteemed colleagues, including Gordon Ian Rowlandson and Robert Edward Henderson, further enhancing the impact of his innovations in the field of ECG diagnostics.
Conclusion
Joel Quizhen Xue's work in the realm of electrocardiogram diagnosis exemplifies the intersection of technology and healthcare. His innovative patents and collaborations have paved the way for more accurate and efficient diagnostic methods, ultimately benefiting patients and healthcare providers alike.