Quotient space (linear algebra)
In linear algebra, the quotient of a vector space by a subspace is a vector space obtained by "collapsing" to zero. The space obtained is called a quotient space and is denoted (read " mod " or " by ").
Definition
Formally, the construction is as follows.[1] Let be a vector space over a field , and let be a subspace of . We define an equivalence relation on by stating that iff . That is, is related to if and only if one can be obtained from the other by adding an element of . This definition implies that any element of is related to the zero vector; more precisely, all the vectors in get mapped into the equivalence class of the zero vector.
The equivalence class – or, in this case, the coset – of is defined as
and is often denoted using the shorthand .
The quotient space is then defined as , the set of all equivalence classes induced by on . Scalar multiplication and addition are defined on the equivalence classes by[2][3]
- for all , and
- .
It is not hard to check that these operations are
The mapping that associates to the equivalence class is known as the quotient map.
Alternatively phrased, the quotient space is the set of all affine subsets of which are parallel to .[4]
Examples
Lines in Cartesian Plane
Let X = R2 be the standard
Subspaces of Cartesian Space
Another example is the quotient of Rn by the subspace spanned by the first m
Polynomial Vector Space
Let be the vector space of all cubic polynomials over the real numbers. Then is a quotient space, where each element is the set corresponding to polynomials that differ by a quadratic term only. For example, one element of the quotient space is , while another element of the quotient space is .
General Subspaces
More generally, if V is an (internal) direct sum of subspaces U and W,
then the quotient space V/U is naturally isomorphic to W.[5]
Lebesgue Integrals
An important example of a functional quotient space is an Lp space.
Properties
There is a natural
If U is a subspace of V, the
Let T : V → W be a
The cokernel of a linear operator T : V → W is defined to be the quotient space W/im(T).
Quotient of a Banach space by a subspace
If X is a Banach space and M is a closed subspace of X, then the quotient X/M is again a Banach space. The quotient space is already endowed with a vector space structure by the construction of the previous section. We define a norm on X/M by
Examples
Let C[0,1] denote the Banach space of
If X is a Hilbert space, then the quotient space X/M is isomorphic to the orthogonal complement of M.
Generalization to locally convex spaces
The quotient of a
Then X/M is a locally convex space, and the topology on it is the
If, furthermore, X is
See also
- Quotient group
- Quotient module
- Quotient set
- Quotient space (topology)
References
- ^ Halmos (1974) pp. 33-34 §§ 21-22
- ^ Katznelson & Katznelson (2008) p. 9 § 1.2.4
- ^ Roman (2005) p. 75-76, ch. 3
- ^ Axler (2015) p. 95, § 3.83
- ^ Halmos (1974) p. 34, § 22, Theorem 1
- ^ Axler (2015) p. 97, § 3.89
- ^ Halmos (1974) p. 34, § 22, Theorem 2
- ^ Dieudonné (1976) p. 65, § 12.14.8
- ^ Dieudonné (1976) p. 54, § 12.11.3
Sources
- ISBN 978-3-319-11079-0.
- ISBN 978-0122155024
- ISBN 0-387-90093-4.
- ISBN 978-0-8218-4419-9.
- ISBN 0-387-24766-1.