Quotient Space - 𝑉/𝑆
- is a type of mathematical space
- is a type of vector space
- the quotient of a vector space 𝑉 by a subspace 𝑆 is called a quotient space and is denoted 𝑉/𝑆 (read as ”𝑉 mod 𝑆” or ”𝑉 by 𝑆”)
- the quotient space 𝑉/𝑆 is the set of all affine subsets of 𝑉 that are parallel to 𝑆 where 𝑆 is a subspace of 𝑉
- thus any vector in 𝑆 is equal to zero in quotient space 𝑉/𝑆
Quotient Space - Definition
Let:
- 𝑉 be a vector space over a field 𝐹
- 𝑆 be a subspace of 𝑉
We define an equivalence relation∼ on 𝑉 by stating that 𝑥∼𝑦 iff 𝑥−𝑦 ∈ 𝑆. That is, 𝑥 is related to 𝑦 if one can be obtained from the other by adding an element of 𝑆. From this definition, one can deduce that any element of 𝑆 is related to the zero vector; more precisely, all the vectors in 𝑆 get mapped into the equivalence class of the zero vector.
The equivalence class —or, in this case, the coset— of 𝑥 is often denoted as [𝑥] and is defined as:
- [𝑥] = 𝑥 + 𝑆
- [𝑥] = {𝑥+𝑠 : 𝑠∊𝑆}
The quotient space 𝑉/𝑆 is then often defined as 𝑉/~, the set of all equivalence classes induced by ~ on 𝑉:
- 𝑉/~ = 𝑉/𝑆 = {[𝑥] : 𝑥∊𝑉}
- 𝑉/~ = 𝑉/𝑆 = {𝑥 + 𝑆 : 𝑥∊𝑉}
Scalar multiplication and addition are defined on the equivalence classes by:
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Syntax #1 |
Syntax #2 |
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For 𝑣,𝑤∊𝑉 and 𝛼∊𝐹 |
For 𝑣,𝑤∊𝑉 and 𝛼∊𝐹 |
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Thus the quotient space 𝑉/𝑆 is a vector space | |
These operations turn the quotient space 𝑉/𝑆 into a vector space over 𝐹 with 𝑁 being the zero class ([0] = { 0+𝑠 : 𝑠∊𝑆}).
- i.e. the “zero element” of 𝑉/𝑆 is [0] = { 0+𝑠 : 𝑠∊𝑆}
The mapping that associates 𝑣∊𝑉 to the equivalence class [𝑣] is known as the quotient map 𝜋: 𝑉 → 𝑉/𝑆 defined by:
- 𝜋(𝑣) = 𝑣 + 𝑆
The quotient map 𝜋 is a linear map.
Alternatively phrased, the quotient space 𝑉/𝑆 is the set of all affine subsets of 𝑉 which are parallel to 𝑆
Suppose 𝑆 is a subspace of 𝑉 and 𝑣,𝑤∊𝑉. Then the following are equivalent:
- 𝑣 - 𝑤 ∊ 𝑆
- 𝑣 + 𝑆 = 𝑤 + 𝑆
- (𝑣 + 𝑆) ∩ (𝑤 + 𝑆) ≠ ⦰
Quotient Space - Examples
Lines of a Cartesian Plane
Let:
- 𝑉 = ℝ2
- 𝑆 be a LINE through the origin in 𝑉
Then:
- the quotient space 𝑉/𝑆 is the space/set of all lines in 𝑉 that are parallel to 𝑆
Note that any point of a line will satisfy the equivalence relation because their difference vectors belong to 𝑆
Subspaces of Cartesian Space
Let:
- 𝑉 = ℝ𝑛
- 𝑆 be a subspace spanned by the first 𝑚 standard basis vectors
- 𝑆 identified as ℝ𝑚, consisting of all 𝑛-tuples such that the last 𝑛-𝑚 entries are zero: (𝑣1, …, 𝑣𝑚, 0, …, 0)
Then:
- two vectors in ℝ𝑛are in the same equivalence class modulo the subspace 𝑆 if and only if they are identical in the last 𝑛-𝑚 coordinates.
- the quotient space ℝ𝑛/ℝ𝑚 is isomorphic to ℝ𝑛-𝑚
General Subspaces
More generally, if 𝑉 is an (internal) direct sum of subspaces 𝑈 and 𝑊:
- 𝑉 = 𝑈 ⊕ 𝑊
then the quotient space 𝑉/𝑈 is naturally isomorphic to 𝑊
Quotient Space - Dimension
Suppose 𝑉 is finite-dimensional and 𝑆 is a subspace of 𝑉. Then:
- 𝑑𝑖𝑚(𝑉/𝑆) = 𝑑𝑖𝑚(𝑉) - 𝑑𝑖𝑚(𝑆)
Click here to expand...
- 𝑑𝑖𝑚(𝑉) = 𝑑𝑖𝑚(𝑛𝑢𝑙𝑙-𝑠𝑝𝑎𝑐𝑒 of 𝜋) + 𝑑𝑖𝑚(𝑟𝑎𝑛𝑔𝑒 of 𝜋) # fundamental theorem of linear algebra
- 𝑑𝑖𝑚(𝑉) = 𝑑𝑖𝑚(𝑆) + 𝑑𝑖𝑚(𝑉/𝑆)
Quotient Space - Induced Maps
Suppose 𝑇 is a linear map (i.e. 𝑇∊𝐿(𝑉,𝑊)).
The induced map 𝑇˜: 𝑉/(𝑛𝑢𝑙𝑙 𝑇) → 𝑊 is defined as:
- 𝑇˜(𝑣 + 𝑛𝑢𝑙𝑙 𝑇) = 𝑇𝑣
Induced Map Properties
Suppose 𝑇∊𝐿(𝑉,𝑊). Then:
- 𝑇˜ is a linear map from 𝑉/(𝑛𝑢𝑙𝑙 𝑇) to 𝑊
- 𝑇˜ is injective (i.e. every element in the codomain is paired with at most one element in the domain)
- 𝑟𝑎𝑛𝑔𝑒 𝑇˜ = 𝑟𝑎𝑛𝑔𝑒 𝑇
- 𝑉/(𝑛𝑢𝑙𝑙 𝑇) is isomorphic to 𝑟𝑎𝑛𝑔𝑒 𝑇 (true because the third statement and that 𝑇˜ is both injective and surjective, thus an isomorphism)