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Linear Transformations - Deep Dive

Mathematical Foundations

Rigorous treatment of linear transformations with proofs and advanced theory.

Formal Definitions

Linear Transformation

Definition: A function T: V → W between vector spaces is linear if...

Matrix Representation Theorem

Theorem: Every linear transformation T: ℝⁿ → ℝᵐ can be represented as...

Proof: (To be completed)

Kernel and Image

Fundamental Theorems

Rank-Nullity Theorem: For linear T: V → W, dim(V) = dim(ker(T)) + dim(im(T))

Proof: (To be completed)

Properties

(To be completed)

Composition and Invertibility

Theorems

Theorem: The composition of linear transformations is linear.

Proof: (To be completed)

Change of Basis

Theory

(Mathematical treatment to be completed)

Exercises

(Advanced problems to be completed)