Robust Regression with the L1 Norm [Matlab]
This video discusses how least-squares regression is fragile to outliers, and how we can add robustness with the L1 norm. (Code in Matlab)
Book Website: http://databookuw.com
Book PDF: http://databookuw.com/databook.pdf
These lectures follow Chapter 3 from:
"Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Brunton and Kutz
Amazon: https://www.amazon.com/Data-Driven-Science-Engineering-Learning-Dynamical/dp/1108422098/
Brunton Website: eigensteve.com
Видео Robust Regression with the L1 Norm [Matlab] канала Steve Brunton
Book Website: http://databookuw.com
Book PDF: http://databookuw.com/databook.pdf
These lectures follow Chapter 3 from:
"Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Brunton and Kutz
Amazon: https://www.amazon.com/Data-Driven-Science-Engineering-Learning-Dynamical/dp/1108422098/
Brunton Website: eigensteve.com
Видео Robust Regression with the L1 Norm [Matlab] канала Steve Brunton
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
Robust Regression with the L1 Norm
Singular Value Decomposition (SVD): Mathematical Overview
Control Theory and COVID-19
Robust, Interpretable Statistical Models: Sparse Regression with the LASSO
Fourier Series: Part 1
Lecture56 (Data2Decision) Robust Regression
Robust Principal Component Analysis (RPCA)
Control Bootcamp: Introduction to Robust Control![Robust Regression with the L1 Norm [Python]](https://i.ytimg.com/vi/J_yzmBj_7TU/default.jpg)
Robust Regression with the L1 Norm [Python]
The Lp Norm for Vectors and Functions
Steve Job's Goodbye Speech
Sparsity and the L1 Norm
The Divergence of a Vector Field: Sources and Sinks
Lagrangian Coherent Structures (LCS) in unsteady fluids with Finite Time Lyapunov Exponents (FTLE)
Control Bootcamp: Full-State Estimation
Singular Value Decomposition (SVD): Overview
Lecture29 (Data2Decision) Weighted Regression in R
The Laplace Transform: A Generalized Fourier Transform