This lecture by the instructor covers high-dimensional functional factor models for forecasting mortality curves in Japan. It discusses factor models, mixed natured panels, estimation of factors and loadings, and consistency results. The lecture also explores the application of these models to mortality data from Japanese prefectures, comparing different forecasting methods and their performance.