CSIR NET MATHEMATICS | Linear Algebra | Inner Product Q.77(A) Q.68(B) Q.74(C) Booklet A Section C Example 77 June 2019 Booklet B Section C Example 68 June 2019 Booklet C Section C Example 74 June 2019 Linear Algebra, Inner Product, CSIR NET Answer Key June 2019, Mathematical Science, Helpful those who are preparing for NET, GATE, SET, SLET exams Thanks to :::::::::::::::::::: Artist: Otis McDonald Album: Innovations in Booty Shaking Music (Part 2)
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This video provides a detailed mathematical solution to a linear algebra problem from the CSIR NET June 2019 exam. It analyzes a specific linear transformation $T_w$ defined on $\\mathbb{R}^n$ using the standard inner product to determine which of four given mathematical properties are true.
Welcome friends,
in this video we are going to discuss
the problem of linear algebra from
CSIR NET June 2019.
Example number 74, booklet C, marks 4.75.
Let Rn cross Rn to R denote
the standard inner product on Rn.
Function Tw defined from Rn to Rn by Tw v equal
to v minus 2 times inner product v with w divided
by w with w into w for v belongs to Rn.
Which of the following are true? First option, determine
Tw equal to 1. Second option, inner product Tw,
Tw, V2 is equal to inner product V1 with V2 for
all V1, V2 belongs to Rn.
Third option, Tw is equal to Tw inverse and the fourth option, T2w
is equal to 2 times Tw.
First, we recall standard inner product on Rn,
two vectors on Rn, U equal
to u1 u2 un and v equal to v1 v2 vn
so standard inner product on Rn is nothing but the dot product
so u1 v1 plus u2 v2 plus un vn now for n equal
to 2 we are going to define function Tw R2 to R2
which is Tw of v equal to v minus 2 times inner product v
with w divided by w with w into w
here we don't have given any basis on R2 or Rn
so we consider the standard basis on Rn so for R2
the standard bases are e1 equal to 1 0
e2 equal to 0 1 now we consider any non-zero vector 1 1
on R2 we are going to find the image of bases
with respect to Tw where w is equal to 1 1 so
by the definition Tw e1 equal to so here v equal to e1
so e1 minus 2 times e1 inner product w
divided by w inner product w into w subtracting the value of w 1 1
and e 1 equal to 1 0 we have
1 0 minus 2 times inner product 1 0 with 1 1 divided
by 1 1 with 1 1 into 1 1 so inner product
1 0 with 1 1 1 and inner product 1 1 with 1 1 is 2
so 2 2 cancel into 1 1 so we have 1 0 minus
1 1 equal to 0 minus 1 so image of first basis vector
e 1 with respect to tw is 0 minus 1 now
similarly image of e 2 with respect to tw where
e 2 is equal to 0 1 and w is equal to 1 1 so if
we substitute the value
then after the simple inner product we have image minus 1 0 for e 2
with respect to tw now corresponding matrix
for this transformation first column is a image of
e1 with respect to tw and the second column is a second basis vector
e2 its image with respect to
tw so e1 image is 0 minus 1 and image of e2
is minus 1 0 and its determinant value is minus 1
So, first option says that determinant value is always 1,
but we are able to find the determinant
value minus 1, so first option is wrong.
Second option, which is the inner product
between TWV1 and TWV2, so TWV1 equal to V1
minus 2 times V1W divided by inner product W with W into W
and image of V2 with respect
to TW is v2 minus 2 times v2 w divided by w inner product w
into w now using simple properties of
inner product so v1 inner product
with the second component plus minus 2 times inner product v1 w
divided by w w inner product into w with second
component now inner product v1 with v2 minus
inner product v1 with the second part where
the this inner product ratio is a constant so take
out from the inner product we have v1 inner product w now
in the second term we are taking
the inner product of first component
with the v2 plus first component with the second term of the
second component which is minus two times inner product v2
with a w divided by inner product w
with w into w now in the last
term we have two inner product v1
with w divided by w with w
is a constant and the same similarly two times inner product v2
with w divided by w is a constant
so if we take the multiplication
and take out from the inner product we have four times inner
product v1 with w v2 with w divided by square
of inner product w with w into inner product w with
now for the second and third term we have inner
product two times v2 with w v1 with w divided by
w with w so both the terms
are the same always remember inner product w with v2 is equal to v2
with w so we have two equal terms coefficient are minus two minus two
so it will convert into the
four times inner product v2 with w v1 with w divided
by w with w in the last term fourth term
denominator has square of inner product w with w
and the numerator has inner product w with w so
one power cancelled and we have four times inner product v1
with w v2 with w divided by w with w
so we can see the second and third term will
give minus four times v1 inner product w v2
inner product w divided by w inner product w
and the last term is a four times the same term
So, these terms are cancelled and we have inner product V1 with V2.
Second option is that inner product between TWV1,
TWV2 equal to inner product between V1 and V2 is correct.
Now, we are going to discuss inverse part.
Suppose, image of any vector V with respect to TW is U.
So, for the inverse,
inverse of TW of U is equal to V.
now twv equal to u so by the definition is v
minus two times inner product v with w divided
by w with w w equal to u now we take inner product both
the side with w so inner product v with w
and we have second term now we simplify
then we have inner product v with w in the second term
we have two times inner product v with w divided by w with w
and w with w so inner product w with
w cancel with the denominator inner product w with w
and we have simplified form inner product v
with w minus two times inner product v with w is equal to u with w
and we have relation inner
product minus times v with w
is equal to u with w and v is equal
to from this relation plus two
times inner product v with w divided by w with w
into w now for the inverse tw inverse u is equal
to v but v equal to u plus two times inner product v
with w divided by w with w into w but inner
product v with w is equal to minus times inner product
u with w substituting then we have t
inverse u equal to u minus 2 times u with w divided
by w with w into w which is the same
definition of tw therefore tw is equal
to tw inverse so third option is correct now we are
going to check the fourth option t2w is equal
to 2 times tw so t2w v equal to we replace w by
2w then we have v minus 2 times v in a product
with 2w divided by 2w in a product 2w into 2w
then we have 2 into 2 into 2 so we have 8 times
in a product v with w divided by 2w with 2w is
equal to 4 times in a product w with w into w
so we have v minus 2 times v in a product with w
w inner product w into w now 2 times tw v equal
to 2v minus 4 times inner product v
with w divided
by w with w which is not equal to t2w v fourth
option is wrong thanks for watching for more
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