Subspace of a vector space
This experiment is designed to help students understand the concept of a subspace of a vector space, a foundational idea in linear algebra, explaining how certain subsets of vectors, such as lines and planes through the origin in R3, can themselves form a vector space under the same operations of addition and scalar multiplication as that of the vector space. The experiment emphasizes visualization by exploring subspaces of R, R2 and R3. This helps build intuition about the structure and properties of subspaces in higher dimensions.
Notation: Vector space over the field F≡R or C is denoted by V, where R is the set of real numbers and C is the set of complex numbers.
1. Definition: A non-empty subset W of V is called a subspace if it is a vector space with respect to the addition and scalar multiplication defined on V.
2. Characterization: A set W is a subspace of V if and only if
i. W⊆V
ii. 0∈W
iii. x+y∈W; where x∈W, y∈W and
iv. α.x∈W; where x∈W, α∈F.
3. Example - I:
i. V is a subspace of itself.
ii. {0} is a subspace of V.
iii. {0} is the only subspace of the vector space {0} over F.
4. Example - II:
(i) W1={(x, 0, 0, …, 0)∈Rn: x∈R} is a subspace of the vector space Rn over R.
Reason: Clearly W1⊆ Rn and (0, 0, 0…, 0)∈W1. Further, (x, 0, 0, …, 0)+ (y, 0, 0, …, 0)=(x+y, 0, 0, …, 0)∈W1; where (x, 0, 0, …, 0) ∈W1, (y, 0, 0, …, 0)∈W1 and α.(x, 0, 0, …, 0)=(α.x, 0, 0, …, 0)∈W1; where (x, 0, 0, …, 0)∈W1, α∈F. Using the characterization given in Section2, we have the required result.
(ii) W2={(x, x, 0)∈R3 : x∈R} is a subspace of the vector space R3 over R.
Reason: It is the same as discussed in Example (i) above.
(iii) W3={(x, x, x) ∈ R3 : x∈R} is a subspace of the vector space R3 over R.
Reason: It is the same as discussed in Example (i) above.
(iv) Let M2 x 2 be the collection of 2x2 matrices with real entries. Then M2 x 2 forms a vector space over R with respect to matrix addition and matrix scalar multiplication and
W4 = { ∈ M2 x 2: a, b, c ∈R} is a subspace of the vector space M2 x 2.
Reason: It is the same as discussed in Example (i) above.
(v) W5={(x+2, x, x)∈R3 : x∈R} is not a subspace of the vector space R3 over R in view of the result in Section 2, as it does not contain (0, 0, 0) which is the zero of the vector space R3 over R . Thus it may be noted that a subset of a vector space need not to be its subspace.
5. Definition: The subspaces V and {0} of V are called improper subspaces of V and subspaces other than V and {0} are called proper.
6. Subspaces of R: Subspaces of the vector space R over R are precisely {0} and R. That is,
(i) W≡{0} is a subspace of the vector space R over R,
(ii) W≡R itself is a subspace of the vector space R over R and
(iii) If W is a subspace of the vector space R over R, then W={0} or R.
Proof:
(i) Clearly W⊆R and 0∈W. Let x, y∈W and α∈R. Then x=y=0. Hence x+y=0∈W and α.x=0∈W. Hence W≡{0} is a subspace.
(ii) Clearly W⊆R and 0∈W. Let x, y∈R and α∈R. Hence x+y∈R and α.x∈R. Hence W≡R is a subspace.
(iii) Let W be a subspace and W≠{0}. We prove that W=R. Clearly W⊆R. Let x∈R. Then for y∈W, y≠0, we have x=(x/y).y. Since (x/y).y∈W, x∈W. This shows that R⊆W. Hence R=W.
7. Subspaces of R2: Subspaces of the vector space R2 over R are precisely {(0, 0)}, R and lines passing through the origin. That is,
(i) W≡{(0,0)} is a subspace of the vector space R2 over R,
(ii) W≡R2 is a subspace of the vector space R2 over R,
(iii) If W is a line passing through the origin, then W is a subspace of the vector space R2 over R and
(iv) If W is a subspace of the vector space R2 over R, then W={(0, 0)} or R2 or a line passing through the origin.
Proof:
(i) It is similar to that of 6(i).
(ii) It is similar to that of 6(ii).
(iii) Clearly W≡{(x, y)∈R2: ax+by=0}, for some a, b∈R, such that either a≠0 or b≠0. Notice that W is the line y=mx or x=0, where m∈R. Clearly W⊆R2 and (0, 0)∈W. Let (r, s), (t, u)∈W. Hence ar+bs=0, at+bu=0. Then (r, s) + (t, u)=(r+t, s+u)∈W, since a(r+t)+b(s+u)=[(ar+bs)+(at+bu)])=0. Also α.(r, s)=(α.r, α.s)∈W, since a(α.r)+b(α.s)=0. Hence W is a subspace.
(iv) Let W be a subspace of R2 other than {(0, 0)} and R2. We prove that W is a line passing through the origin. Let (c, d)∈W such that (c, d) ≠ 0. We claim that W is the line L passing through (c, d) and origin. Then L={(x, y)∈R2 : dx-cy=0}. Clearly L⊆W and we prove that W⊆L. Let (m, n)∈W such that (m, n)≠(0, 0). To the contrary, let (m, n)∉L. For (x, y)∈R2; one can obtain α, β∈R such that (x, y)=α.(m, n)+β.(c, d). Then (x, y)∈W. Hence W≡R2, a contradiction. This completes the proof.
8.Properties of subspaces:
Let W1 and W2 be the subspaces of V. Then,
i. Intersection of W1 and W2 that is, W1 ∩ W2 is also a subspace of V.
ii. Union of W1 and W2 that is, W1 ⋃ W2 may or may not be a subspace of V.
iii. Union of W1 and W2 that is, W1 ⋃ W2 is a subspace of V if and only if W1 ⊆ W2 or W2 ⊆ W1.
iv. W1 + W2≡{x+y: x∈W1, y∈W2} is a subspace of V.
v. W1 + W2 = span (W1 ⋃ W2).
vi. W1 + W2 is the smallest subspace containing W1 and W2.