ABSTRACT HENG, QIANG. Some Contributions to Numerical Optimization and Statistical Learning.(Under the direction of Eric C. Chi and Donald EK Martin). This dissertation delves …
Penalization has been a powerful technique for structured data analysis and found wide applications in statistics, machine learning, and signal processing. Examples include …