Wei-Cheng Huang

Title: Innovations of Wei-Cheng Huang

Introduction

Wei-Cheng Huang is an accomplished inventor based in New York, NY (US). He has made significant contributions to the field of data classification through his innovative patent. His work focuses on fairness-aware data distillation, which is crucial for improving the accuracy and fairness of attribute classification systems.

Latest Patents

Wei-Cheng Huang holds a patent titled "Systems and methods for fairness-aware data distillation for attribute classification." This patent describes a method that includes receiving an original dataset and a sensitive attribute, initializing a distilled dataset from the original dataset, and initializing a classification model. The process involves sampling data from both the original and distilled datasets, providing this data to the classification model, and calculating prediction probabilities. The method further includes calculating a distilled dataset cross-entropy loss and updating the distilled dataset based on matching loss.

Career Highlights

Wei-Cheng Huang is currently employed at JPMorgan Chase Bank, N.A., where he applies his expertise in data science and machine learning. His innovative approach to data distillation has the potential to enhance the fairness and effectiveness of classification systems in various applications.

Collaborations

Wei-Cheng collaborates with talented individuals such as Zhonghao Shi and Hsiang Hsu, contributing to a dynamic work environment that fosters innovation and creativity.

Conclusion

Wei-Cheng Huang's contributions to the field of data classification through his patent demonstrate his commitment to advancing technology in a fair and effective manner. His work at JPMorgan Chase Bank, N.A. highlights the importance of innovation in the financial sector.