Jaysen Tsao
Linear Algebra

Polynomials

Introduction to Complex Numbers

Notation

The set 𝔽 refers to either the field or the field .

Definition 82: Complex Conjugate

Let 𝑧=𝑎+𝑏𝑖 be a complex number, where 𝑎,𝑏. The complex conjugate of 𝑧, denoted 𝑧¯, is defined as:

𝑧¯=𝑎𝑏𝑖.

Property: Properties of Complex Numbers

  • Double Conjugation. 𝑧¯¯=𝑧.
  • Distributivity of Conjugation. 𝑧+𝑤¯=𝑧¯+𝑤¯ and 𝑧𝑤¯=𝑧¯𝑤¯.
  • Conjugate of a Quotient. If 𝑤0, then 𝑧/𝑤¯=𝑧¯/𝑤¯.
  • Conjugate of a Power. 𝑧𝑛¯=𝑧¯𝑛 for all 𝑛+.
  • Conjugate of a Real Number. If 𝑧, then 𝑧¯=𝑧.
  • Sum of Conjugates. 𝑧+𝑧¯=2Re(𝑧).
  • Product of Conjugates. 𝑧𝑧¯=|𝑧|2.

Definition 83: Absolute Value of a Complex Number

Let 𝑧=𝑎+𝑏𝑖 be a complex number, where 𝑎,𝑏. The absolute value or the modulus of 𝑧, denoted |𝑧|, is defined as:

|𝑧|=𝑎2+𝑏2.

Property

For all 𝑧=𝑎+𝑏𝑖, |𝑧|2=𝑧𝑧¯=𝑎2+𝑏2.

Introduction to Polynomials

Definition 84: Polynomial

A polynomial over a field 𝐹 with respect to the indeterminate 𝑥 is an expression of the form:

𝑝(𝑥)=𝑎𝑛𝑥𝑛+𝑎𝑛1𝑥𝑛1++𝑎1𝑥+𝑎0,

where 𝑛+ and 𝑎0,𝑎1,,𝑎𝑛𝐹 are called the coefficients of the polynomial. The degree of the polynomial 𝑝(𝑥) is the largest integer 𝑛 such that 𝑎𝑛0, denoted deg(𝑝(𝑥))=𝑛.

That is, an 𝑛th degree polynomial over 𝐹 with respect to 𝑥 is a linear combination of {1,𝑥,𝑥2,,𝑥𝑛} with weights in 𝐹, constraining the weight of 𝑥𝑛 to be nonzero.

Notation

The set of all polynomials over a field 𝐹 with respect to the indeterminate 𝑥 is denoted (𝐹;𝑥) or 𝐹[𝑥]. The set of all polynomials over a field 𝐹 with respect to the indeterminate 𝑥 of degree at most 𝑛 is denoted 𝑛(𝐹;𝑥) or 𝐹𝑛[𝑥]. The indeterminate 𝑥 is often omitted when the context is clear, so we may often write just (𝐹) or 𝑛(𝐹).

Corollary 38

𝑛(𝐹) is an (𝑛+1)-dimensional vector space over 𝐹.

Definition 85: Zero of a Polynomial

A scalar 𝛼𝐹 is a zero of the polynomial 𝑝(𝐹) iff 𝑝(𝛼)=0.

Notation

The set of all polynomials of degree exactly 𝑛 over a field 𝐹 is denoted 𝑛=(𝐹).

Theorem 70: Factorization of Polynomials

Suppose 𝑝𝑛=(𝐹) is a polynomial of degree exactly 𝑛 and 𝛼𝐹. Then 𝛼 is a zero of 𝑝 if and only if there exists a polynomial 𝑞𝑛1=(𝐹) such that:

𝑝(𝑥)=(𝑥𝛼)𝑞(𝑥).

Characteristic Polynomials

Definition 86: Characteristic Polynomial

Let 𝑇:𝑉𝑉 be a linear map on an 𝑛-dimensional vector space 𝑉 over a field 𝐹. The characteristic polynomial 𝜒 of 𝑇 is defined as:

𝜒(𝜆)=det(𝜆id𝑉𝑇)=det(𝜆𝐼𝑛[𝑇]),

where 𝐼𝑛 is the 𝑛×𝑛 identity matrix and is any basis for 𝑉.

Polynomials Applied to Operators

Theorem 71: Cayley-Hamilton Theorem

Let 𝑇:𝑉𝑉 be a linear operator on a finite-dimensional vector space 𝑉. Then the characteristic polynomial 𝜒 of 𝑇 annihilates 𝑇, i.e.:

𝜒(𝑇)=0.

Minimal Polynomials