Determinants, eigenvalues and eigenvectors

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Last updated 3:36 PM on 5/24/26
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21 Terms

1
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If M is an n x n matrix with n>1, what is the determinant of M?

detM=k=1n(1)k+1M1kdetM1k\det M=\sum_{k=1}^{n}\left(-1\right)^{k+1}M_{1k}\det\overline{M}_{1k}

2
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If M is an n x n matrix with 1in1jn1\le i\le n\land1\le j\le n, then what does Laplace’s Expansion Theorem say?

-detM=k=1n(1)i+kMikdetMikdetM=\sum_{k=1}^{n}\left(-1\right)^{i+k}M_{ik}\det\overline{M}_{ik} (expanding along ith row)

-detM=k=1n(1)k+jMkjdetMkjdetM=\sum_{k=1}^{n}\left(-1\right)^{k+j}M_{kj}\det\overline{M}_{kj} (expanding along jth column)

3
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Let M be an n x n upper triangular matrix over a field, then what is the detM equal to?

Πi=1nMii\Pi_{i=1}^{n}Mii (product of entries on main diagonal)

4
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Let A and B be n x n matrices over a field. If AriαriBA\overrightarrow{r_{i}\rightarrow\alpha r_{i}}B , then what is the detB?

αdetA\alpha\det A

5
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Let A and B be n x n matrices over a field. If Ariri+λrjBA\overrightarrow{r_{i}\rightarrow r_{i}+\lambda r_{j}}B, then what is the detB?

detA

6
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Let A and B be n x n matrices over a field. If ArirjBA\overrightarrow{r_{i}\leftrightarrow r_{j}}B, then what is the detB?

-detA

7
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What is thedet(Eriαri)det\left(E_{r_{i}\rightarrow\alpha r_{i}}\right)?

α\alpha

8
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What is thedet(Eriri+λrj)det\left(E_{r_{i}\rightarrow r_{i}+\lambda r_{j}}\right)?

1

9
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What is thedet(Erirj)det\left(E_{r_{i}\leftrightarrow r_{j}}\right) ?

-1

10
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Let A be an n x n matrix, then what is the adjugate of A?

Bij=(1)i+jdetAjiB_{ij}=\left(-1\right)^{i+j}\det\overline{A}_{ji}

11
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Let A be an n x n matrix and B be the adjugate of A, with det0det\ne0, then what is A1A^{-1} equal to?

1detAB\frac{1}{\det A}B

12
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Let PA = LU, then what is the detA?

det(A)=(1)kΠi=1nUiidet(A)=\left(-1\right)^{k}\Pi_{i=1}^{n}U_{ii}

13
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Let V be a vector space over K and T:VVT:V\rightarrow V be a linear transformation. When is a vector vVv\in V an eigenvector of T with eigenvalue λK\lambda\in K?

if v0T(v)=λvv\ne0\land T\left(v\right)=\lambda v

14
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Let T:VVT:V\rightarrow V be a linear map and suppose that λK\lambda\in K is an eigenvalue of T, then what is the λ\lambda-eigenspace of T?

the subspace Eλ={vVT(v)=λv}E_{\lambda}=\left\lbrace v\in V\vert T\left(v\right)=\lambda v\right\rbrace (all eigenvectors with eigenvalue λ\lambda and the zero vector}

15
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What is the geometric multiplicity of an eigenvalue λ\lambda of T?

the dimension of the corresponding λ\lambda-eigenspace (EλE_{\lambda})

16
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Let T:VVT:V\rightarrow V be a linear map. If there are eigenvectors of T with distinct eigenvalues then what can we say about the set of eigenvectors?

it is linearly independent

17
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What does it mean when a field K is algebraically closed?

if every polynomial p(x)=a0++anxn,aiKan0p\left(x\right)=a_0+\cdots+a_{n}x^{n},a_{i}\in K\land a_{n}\ne0 can be factorised in the form p(x)=b(xc1)(xcn),b,ciKp\left(x\right)=b\left(x-c_1\right)\ldots\left(x-c_{n}\right),b,c_{i}\in K

18
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Which of ℝ and ℂ is algebraically closed?

19
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Let AMn(K)A\in M_{n}\left(K\right) where K is an algebraically closed field and supposeλK\lambda\in K is an eigenvalue of A, then what is the algebraic multiplicity of λ\lambda as an eigenvalue of A?

the power K to which (xλ)\left(x-\lambda\right) appears in the factoriation of pA(x)p_{A}\left(x\right)

20
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Let AMn(K)A\in M_{n}\left(K\right), then what is the trace of A?

tr(A)=A11++Ann=i=1nAiitr\left(A\right)=A_{11}+\cdots+A_{nn}=\sum_{i=1}^{n}A_{ii}

21
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Let K be an algebraically closed field and λ1,,λn\lambda_1,\ldots,\lambda_{n} be all the eigenvalues of AMn(K)A\in M_{n}\left(K\right) then what is tr(A) and det(A)?

tr(A)=λ1++λntr\left(A_{}\right)=\lambda_1+\cdots+\lambda_{n}

det(A)=λ1λndet\left(A\right)=\lambda_1\ldots\lambda_{n}