PROJECTENGRAM

POWERS OF A MATRIX

Powers of a Matrix

Tags: #◇CSMATH2 #◇Linear Algebra #◇Computational Mathematics #◇Matrices #◇Matrix Operations #◇Computer Science #◇Vector Spaces #◇Linear Transformations


◇Overview

Definition: If A is a square matrix, non-negative integer powers of A are defined as:

◇Key Concepts

Definition Laws of Exponents Caution

◇Details / Theory

Definition: If A is a square matrix, non-negative integer powers of A are defined as:
A0=In​ (Identity matrix of the same order as A)
A1=A

Ak=A⋅A⋅…⋅A (k times), for k≥1.
(Handout 2, Page 8) Laws of Exponents: If A is a square matrix and r,s are non-negative integers:
ArAs=Ar+s

(Ar)s=Ars
(Handout 2, Page 8) Caution: In general, (AB)k=AkBk unless A and B commute (i.e., AB=BA).

◇Common Pitfalls

Only square matrices can be raised to powers (Ak=A⋅A⋯A⏟kA^k = \underbrace{A \cdot A \cdots A}_{k}). A0=IA^0 = I by convention (the identity matrix, not the number 1). (AB)k≠AkBk(AB)^k \neq A^k B^k unless AA and BB commute.

◇Summary

TL;DR — AkA^k means multiplying AA by itself kk times. Only for square matrices. A0=IA^0 = I. Powers of diagonal matrices are computed entry-wise.

Related: Source / Reference:

◇References & Navigation

CONFIRMATION // 理解度の確認

ACTIVE RECALL VERIFICATION

Select an answer to verify conceptual comprehension and reveal the technical rationale.

Q1

By convention in linear algebra, what does A0A^0 equal for a square matrix AA?

Q2

What strict rule applies when trying to raise a matrix to a power kk (e.g., AkA^k)?

Q3

Under what condition is the exponent rule (AB)k=AkBk(AB)^k = A^k B^k valid for matrices?