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Commuting matrices
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Orthogonal Matrices and Triangular Matrices
Explores properties of orthogonal and triangular matrices with linearly independent columns and their mathematical operations.
Spectral Decomposition
Explores spectral and singular value decompositions of matrices.
Direct Methods for Linear Systems
Covers the solution of linear systems using direct methods and the evolution of matrices.
Modern Regression: Smoothing and Modelling Choices
Explores roughness penalty, band matrices, and Bayesian inference in regression smoothing.
Finite Difference Methods: Linear Systems and Band Matrices
Covers the application of finite difference methods to solve partial differential equations.
Lie Algebras and Representations
Explores Lie algebras, representations, tensor products, and commutation relations in mathematics.
Complex Numbers: Notations and Operations
Covers notations, operations, isomorphism, and polar decomposition of complex numbers.
Eigenspaces: Definitions and Examples
Introduces eigenspaces in linear algebra through definitions and practical examples of determining eigenspaces for matrices.
Rank of the Dual Map: Theorem 7.6
Explores Theorem 7.6 on the rank of the dual map in linear applications and delves into matrices and scalar matrices.
Linear Differential Equations
Covers the solution of linear differential equations, focusing on complex solutions and diagonalizable matrices.