Proof affine function as matrix equation

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SUMMARY

Any affine function can be expressed in the form f(x) = Ax + b, where A is a matrix in ℝm×n, x and y are vectors in ℝn, and b is a vector in ℝm. The key property of affine functions is that they satisfy the equation f(αx + βy) = αf(x) + βf(y) for α + β = 1. To prove that any affine function can be represented in this form, one can define a new function g(x) = f(x) - f(0) and demonstrate that g is linear. This approach simplifies the proof process by leveraging the properties of linear functions.

PREREQUISITES
  • Understanding of affine functions and their properties
  • Knowledge of linear algebra, specifically matrix representation
  • Familiarity with vector spaces and operations in ℝn
  • Basic proof techniques in mathematics
NEXT STEPS
  • Study the properties of linear functions and their representations
  • Learn about matrix operations and transformations in linear algebra
  • Explore the concept of vector spaces and their dimensions
  • Practice proving mathematical statements using definitions and properties
USEFUL FOR

Students in mathematics, particularly those studying linear algebra, as well as educators and anyone interested in understanding the representation of affine functions in mathematical proofs.

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Homework Statement



Proof that any affine function can be written as [itex]f(x) = Ax + b[/itex], [itex]A \in \mathbb{R}^{m\times n}[/itex] and [itex]x,y \in \mathbb{R}^n[/itex], [itex]b \in \mathbb{R}^m[/itex]

Homework Equations



Affine function: [itex]f(\alpha x + \beta y) = \alpha f(x) + \beta f(y)[/itex] with [itex]\alpha+\beta=1[/itex]

The Attempt at a Solution



I could proof that the function f(x)=Ax + b is affine.

However, I am stuck proofing that any affine function can be represented so.
Any pointer how I can start here?
 
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divB said:

Homework Statement



Proof that any affine function can be written as [itex]f(x) = Ax + b[/itex], [itex]A \in \mathbb{R}^{m\times n}[/itex] and [itex]x,y \in \mathbb{R}^n[/itex], [itex]b \in \mathbb{R}^m[/itex]

Homework Equations



Affine function: [itex]f(\alpha x + \beta y) = \alpha f(x) + \beta f(y)[/itex] with [itex]\alpha+\beta=1[/itex]

The Attempt at a Solution



I could proof that the function f(x)=Ax + b is affine.

However, I am stuck proofing that any affine function can be represented so.
Any pointer how I can start here?

Define the function g(x)=f(x)-f(0) and try to prove g is linear.
 
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divB said:

Homework Statement



Proof that any affine function can be written as [itex]f(x) = Ax + b[/itex], [itex]A \in \mathbb{R}^{m\times n}[/itex] and [itex]x,y \in \mathbb{R}^n[/itex], [itex]b \in \mathbb{R}^m[/itex]

Homework Equations



Affine function: [itex]f(\alpha x + \beta y) = \alpha f(x) + \beta f(y)[/itex] with [itex]\alpha+\beta=1[/itex]

The Attempt at a Solution



I could proof that the function f(x)=Ax + b is affine.

However, I am stuck proofing that any affine function can be represented so.
Any pointer how I can start here?

The word you want is 'prove', not proof. To prove something is to supply a proof.

Anyway, to start, apply your definition of "affine" to the case of ##x \in \mathbb{R}^n## and ## y = 0 \in \mathbb{R}^n##.
 
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