Linear Algebra: UNIT I: Vector Spaces

Vector Subspaces: Theorems Part 2

Important Theorems for Engineering Maths or Mathematics - Vector Subspaces: Theorems Part 2

Vector Subspaces: Theorems Part 2


Theorem 6

Any intersection of subspace of a vector space is a subspace of V.

Proof:

W= {∩Wi/Wi is subspace of V)

  Every subspace contains the zero vector

0 Wi

0 Wi

 0 W.

Let α F and x, y W

x, y Wi

x+y Wi      (. Wi is a subspace)

x+y ∩ Wi

 x + y W;

Let x Wi, α F

α x Wi­     (. Wi is a subspace)

 αx ∈ ∩ W­i

 W is a subspace of V.

 (OR)

Let C be a collection of subspaces of V, W be the intersection of subspaces in C. Since every subspace contains the zero vector, 0 W. Let a F and x, y W. Then x and y are contained in each subspace in C. Because each subspace in C is closed under addition and scalar multiplication, it follows that x+y and ax are contained in each subspace in C. Hence x + y and ax are also contained in W, so that W is a subspace of V.

Note: The union of two subspaces of V need not be a subspace of V.

For example:

Let V=R3 is a vector space over R.

W1 = {(0, x, y)/x, y R); W2 = {(x, 0, y)/x, yR) are subspaces of V.

W1W2 = {(x, y, z)/ either x = 0 or y = 0}

 (0, 2, 3) + (5, 0, 4) = (5, 2, 7) W1 W2

  W1W2 is not a subspace of V.


Theorem 7

W1 and W2 be subspaces of V. Prove that W1 W2 is a subspaces of V if and only if W1 W2 (or) W2  W1.

Proof:

Given W1 and W2 are subspaces. Assume that W1 W2 is a subspace of V.

To prove

 W1W2 such that w1 W w1 W2

Let w2 W2     ⇒   w1 + w2 W1 W2

 w1+w2 W1 or w1+w2 W2

Suppose w1+w2 W2.

Given w2 W2 then there exists − w2 W2

         (W2 is a subspace)

then w1+w2‒w2 W2

    ⇒ w1 W2.

This is a contradiction to our initial assumption.

 W1 W2 (ie) w1+w2 W2 is not true.

.. w1 + W2 W1.

Hence W1W2.

Conversely,

Assume W1W2 or W2  W1

To prove: W1 W2 is a subspace

Since W1  W2 or W2  W1

  W1 W2 = W2 and W1 W2 = W1

Here W1 and W2 are subspaces of V.

 W1 W2 is a subspace of V.

 

Example 6

Let V be a vector space over F and let V1, V2 be the subspaces of V, then prove that W=V1+V2 = { v = v1 + v2 / v1 V1 ; v2 V2} is a subspace of V.

Solution:

Let v, v' W and α F then

 v=v1+v2;      v1, v1' v1

v=v1' + v2';     v2, v2' V2

 αv + v′ = α (v1 + v2) + (v1′ + v2′)

= αv1 + v1' + αv2 + v2

        (αv1 + v1 V1, αv2 + v2 V2)

V1+V2 = W

  W is a subspace.

 

Definition:

Direct sum: A vector space V is called the direct sum of W1 and W2 if W1 and W2 are subspaces of V such that W1∩W2 = {0} and W1 + W2 = V. We denote that V is the direct sum of W1 and W2 by writing V=W1  W2.

Definition

It S1 and S2 are non−empty sub sets of a vector space V, then the sum of S1 and S2 denoted by S1 + S2 is the set (x+y; x S1 and y S2}.


Linear Algebra: UNIT I: Vector Spaces : Tag: maths, mathematics : - Vector Subspaces: Theorems Part 2


Linear Algebra: UNIT I: Vector Spaces



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