Sumiya Hasan Trisha, a mathematics and statistics graduate student, will defend her Master's thesis titled, "A Comparative Evaluation of Data Imbalance Handling Techniques in Machine Learning Models for One-Year Mortality Prediction in Liver Cirrhosis."