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If Ais a 22matrix with singular values 3 and 5, then there must exist a unit vector uin R2such that ||Au||=4.

Short Answer

Expert verified

The given statement is TRUE.

Step by step solution

01

Definition of a singular value decomposition

The single value decomposition produces orthonormal bases of v鈥檚 and u鈥檚 for the four fundamental sub-spaces.

Using those bases, A becomes a diagonal matrixandAvi=iui,ii=singular value.

02

Check whether the given statement is TRUE or FALSE

From the given statement, write Av1=5u1and Av2=3u2, where role="math" localid="1664192723959" v1,v2and u1,u2are pairs of orthogonal unit vectors.

Any unit vector vin 2can be written as role="math" localid="1664193104216" v=肠辞蝉胃v1+蝉颈苍胃v1. Hence,

role="math" localid="1664193350764" Av=肠辞蝉胃Av1+蝉颈苍胃Av1

=5肠辞蝉胃u1+3蝉颈苍胃u2

Now, find Avas follows:

Av=25cos2+sin2

When =0,Av=5and when =2,Av=3. Thus, varies continuously from 5 to 3 as 0 varies from 0 to 2.

03

Final Answer

Hence, by Intermediate Value Property of continuous functions, there exists 0<<2such that u=cosv1+sinv2and Av=4.

Thus, the given statement is TRUE.

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