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If A is a real symmetric matrix, show that there exists an eigenvalueλ of A with λ≥a11. Hint: Exercise 27 is helpful.

Short Answer

Expert verified

The solution is

q(Sn-1)=[λn,λ1]where Sn-1refers to the set of unit vectors in Rn, andλn andλ1 are the smallest and greatest eigenvalues of A , respectively.

Step by step solution

01

Find the greatest eigenvalues of A

Take A's beλ1,λ2,λ3,......,λn eigenvalues as an example. Letλ1≥λ2≥...≥λn be the set of all unit vectors inq(Sn-1)=[λn,λ1] , whereSn-1 represents the set of all unit vectors in without losing generality. That is to say,

λ1≥qx≥λnforallx∈Sn-1λ1≥xTAx≥λnforallx∈Sn-1

02

A symmetric matrix

Consider the vectore1=1,0,....,0∈Rn, then e1= 1and thus,e1∈Sn-1 . Thus, from the above discussion, we get

λ1≥eTAe1=a11≥λn

As a result, λ1≥a11. As a result, for a symmetric matrix ,A an eigenvalue of A exists, namely A, viz, λ1the greatest eigenvalue of such that λ1≥a11.

q(Sn-1)=[λn,λ1]where Sn-1refers to the set of unit vectors inRn , andλn andλ1 are the smallest and greatest eigenvalues of A, respectively (Exercise 27).

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