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EIGEN VECTOR AND EIGEN
VALUE
By Dinesh Bishwakarma
073BGE518
What is Eigen Vector?
In linear algebra, an Eigen Vector of a linear transformation is a
vector that only changes by a scale factor when the Linear Transformation is
applied to it but doesn’t change the direction.
i.e. AX=λX
Here λ is scalar value known as Eigen Value.
LETS LOOK AN EXAMPLE
Let’s multiply a matrix by a vector
It yields
Which can be written as
FROM DEFINITION OF EIGEN VALUE AND
EIGEN VECTOR
Lets compare the above matrix equation with
AX=λX
Here,
A= X= λ= 3
Here X is an Eigen Vector and λ= 3 is Eigen Value because the Eigen Vector is only changed by the
scale but not with direction.
LETS LOOK AT ANOTHER EXAMPLE
Lets take a Transform such that the colored dot will get shifted by X unit to right
if the distance between the colored dot and the axis AB is X unit.
TRANSFORMATION LOOKS LIKE
Here the distance between Red Dots and the AB axis, Green Dots and AB axis is 1 unit so they get
shifted by 1 unit to right. Similarly the distance between Black Dots and AB axis, Blue Dots and
AB axis is 2 units so they get shifted by 2 units to right.
From Definition
Eigen Vector is group of Yellow dots because they don’t get transformed
in any direction and Eigen Value is 1 because it gets scaled by 1 only.
Eigen vector and eigen value
Eigen vector and eigen value

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Eigen vector and eigen value

  • 1. EIGEN VECTOR AND EIGEN VALUE By Dinesh Bishwakarma 073BGE518
  • 2. What is Eigen Vector? In linear algebra, an Eigen Vector of a linear transformation is a vector that only changes by a scale factor when the Linear Transformation is applied to it but doesn’t change the direction. i.e. AX=λX Here λ is scalar value known as Eigen Value.
  • 3. LETS LOOK AN EXAMPLE Let’s multiply a matrix by a vector It yields Which can be written as
  • 4. FROM DEFINITION OF EIGEN VALUE AND EIGEN VECTOR Lets compare the above matrix equation with AX=λX Here, A= X= λ= 3 Here X is an Eigen Vector and λ= 3 is Eigen Value because the Eigen Vector is only changed by the scale but not with direction.
  • 5. LETS LOOK AT ANOTHER EXAMPLE Lets take a Transform such that the colored dot will get shifted by X unit to right if the distance between the colored dot and the axis AB is X unit.
  • 6. TRANSFORMATION LOOKS LIKE Here the distance between Red Dots and the AB axis, Green Dots and AB axis is 1 unit so they get shifted by 1 unit to right. Similarly the distance between Black Dots and AB axis, Blue Dots and AB axis is 2 units so they get shifted by 2 units to right.
  • 7. From Definition Eigen Vector is group of Yellow dots because they don’t get transformed in any direction and Eigen Value is 1 because it gets scaled by 1 only.