Lecture 11: Regression Analysis (cont.)

MIT 18.642 Topics in Mathematics with Applications in Finance, Fall 2024 Instructor: Peter Kempthorne View the complete course: https://ocw.mit.edu/courses/18-642-topics-in-mathematics-with-applications-in-finance-fall-2024 YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP601Q2jo-J_3raNCMMs6Jves This lecture covers the theory and application of regression modeling, including linear regression properties, hypothesis testing, and advanced methods like ridge, lasso, and principal components regression. It also explores practical use cases such as ETF sector regressions and empirical analysis of the Capital Asset Pricing Model, highlighting model diagnostics, parameter estimation, and challenges like residual distribution and regime changes. License: Creative Commons BY-NC-SA More information at https://ocw.mit.edu/terms More courses at https://ocw.mit.edu Support OCW at http://ow.ly/a1If50zVRlQ We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.