Introduction to Linear Models and Matrix Algebra
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Matrix algebra notation
Matrix algebra operations
Application of matrix algebra to data analysis
Brief introduction to the QR decomposition
Matrix Algebra underlies many of the current tools for experimental design and the analysis of high-dimensional data. In this introductory data analysis course, we will use matrix algebra to represent the linear models that commonly used to model differences between experimental units. We perform statistical inference on these differences. Throughout the course, we will use the R programming language.
This class was supported in part by NIH grant R25GM114818.