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MATH 211: Matrix Algebra I

LaTex files for assignments from UVic math 211, covering topics such as:

  • Vector Spaces and Subspaces: Definitions, axioms, and properties such as closure under addition and scalar multiplication.
  • Linearity and Linear Transformations: Proofs of linearity, computation of linear operators, and matrix representations.
  • Matrix Operations: Solving systems of equations using Gaussian elimination and row reduction techniques.
  • Eigenvalues and Eigenvectors: Calculating characteristic polynomials, eigenvalues, and eigenvectors.
  • Special Matrices: Idempotent, symmetric matrices, and their transformations (e.g., reflections and rotations in 3D).
  • Vector Calculations: Use of dot and cross products; understanding subspaces like orthogonal complements.
  • Determinants and Polynomials: Computing determinants and using them for polynomial factorization.
  • Applications: Practical scenarios like investment optimization modeled as linear systems.
  • Advanced Transformations: Rotation and reflection matrices with geometric applications in linear algebra.
  • Proof Techniques: Rigorous proofs involving properties of vector spaces, transformations, and matrix algebra.

Question 1

  • System of linear equations from financial scenarios.
  • Solving systems of equations using substitution and elimination.

Question 2

  • Analysis of under-determined systems: infinite solutions, unique solutions, and contradictions.
  • Demonstration of consistent and inconsistent systems.

Question 3

  • Polynomial interpolation and construction of a system of equations.
  • Gaussian elimination and back-substitution for polynomial coefficients.

Question 4

  • Parametric systems and their solutions.
  • Conditions for no solutions, infinite solutions, and unique solutions using parameter analysis.

Question 1

  • Subspace verification for vector spaces.
  • Closure under addition and scalar multiplication.

Question 2

  • Conditions for subspaces and failure cases.
  • Counterexamples showing failure under scalar multiplication and addition.

Question 3

  • Dot products and subspaces.
  • Verifying closure, non-emptiness, and scalar multiplication for subspaces.

Question 4

  • Dot and cross product applications in vector algebra.
  • Numerical evaluations based on provided conditions.

Question 1

  • Proof of linearity for operators (additive and scalar linearity).
  • Constructing operator matrices for standard basis vectors.

Question 2

  • Reflection, rotation, and transformation matrices.
  • Combining transformations to find composite matrices.

Question 3

  • Column space, null space, and rank-nullity theorem applications.
  • Basis determination and span analysis.

Question 4

  • LU factorization and solving systems using forward and backward substitution.
  • Analyzing transformations and solving matrix equations.

Question 1

  • Vector Space Verification
  • Vector Space axioms

Question 2

  • Vector Space Properties
  • Coordinates with respect to a basis for a vector space

Question 3

  • Change of Basis Matrix
  • Properties of change of basis matrix

Question 4

  • Linear Transformations
  • Verifying Linearity

Question 1

  • Computing Determinants
  • Cofactor Expansion

Question 2

  • Eigenvalues and Eigenvectors
  • Proofs with Eigenvectors

Question 3

  • Diagonalization & Diagonalizability

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