Characterization of Hyperplanes
Theorem
Let $\Bbb F$ be a field.
Let $X$ be a vector space over $\Bbb F$.
Let $U$ be a subspace of $X$.
The following statements are equivalent:
- $(1): \quad$ $U$ is a hyperplane
- $(2): \quad$ $U \ne X$, and for any $x \in X \setminus U$ we have $\map \span {U \cup \set x} = X$
- $(3): \quad$ there exists a non-zero linear functional $\phi : X \to \Bbb F$ such that $U = \map \ker \phi$.
Proof
$(1)$ implies $(2)$
Suppose that:
- $U$ is a hyperplane.
Let $x \in X \setminus U$.
Then from Linear Span is Linear Subspace, we have:
- $\map \span {U \cup \set x}$ is a subspace of $X$.
We have that:
- $U \subseteq \map \span {U \cup \set x}$
So either:
- $U = \map \span {U \cup \set x}$
or:
- $X = \map \span {U \cup \set x}$
Since $x \in \map \span {U \cup \set x}$ but $x \not \in U$, we must have:
- $X = \map \span {U \cup \set x}$
$\Box$
$(2)$ implies $(1)$
Suppose that $U \ne X$ and:
- for any $x \in X \setminus U$ we have $\map \span {U \cup \set x} = X$.
Now, let $Z$ be a subspace of $X$ such that:
- $U \subseteq Z \subseteq X$
Then either:
- $U = Z$
in which case we are done, or:
- there exists $x \in X \setminus U$
Suppose that:
- there exists $x \in X \setminus U$
then we have:
- $\map \span {U \cup \set x} = X$
We can also write any $z \in \map \span {U \cup \set x}$ in the form:
- $z = u + \lambda x$
for $u \in U$ and $\lambda \in \Bbb F$ from the definition of linear span.
Since $Z$ is a linear subspace and $U \subseteq Z$, we have:
- $u \in Z$
and:
- $\lambda x \in Z$
so:
- $u + \lambda x \in Z$
We can therefore see that:
- $z \in Z$
so that:
- $\map \span {U \cup \set x} \subseteq Z$
So we have:
- $X \subseteq Z$
as well as:
- $Z \subseteq X$
giving:
- $X = Z$
Since $Z$ was arbitrary, we have that $U$ is a hyperplane.
$\Box$
$(2)$ implies $(3)$
Suppose that:
- $U \ne X$, and for any $x \in X \setminus U$ we have $\map \span {U \cup \set x} = X$
then:
- $U$ is a hyperplane.
Let $x \in X \setminus U$ and consider:
- $\map \span {U \cup \set x}$
From hypothesis, we have:
- $\map \span {U \cup \set x} = X$
We prove that any:
- $v \in \map \span {U \cup \set x} = X$
can be uniquely written in the form $v = u + \lambda x$ for $u \in U$ and $\lambda \in \Bbb F$.
Suppose that:
- $v = u + \lambda x = u' + \lambda' x$
Then:
- $\paren {u - u'} + \paren {\lambda - \lambda'} x = 0$
Suppose that $\lambda \ne \lambda'$, we can write:
- $\ds x = \frac 1 {\lambda' - \lambda} \paren {u - u'}$
So we must have $\lambda = \lambda'$, and hence $u = u'$.
Since $U$ is a linear subspace, we have $x \in U$, a contradiction.
So, we can define a map $\phi : X \to \Bbb F$ by:
- $\map \phi {u + \lambda x} = \lambda$
Clearly $\phi$ is non-zero, since:
- $\map \phi x = 1$
We show that $\phi$ is linear and $U = \map \ker \phi$.
Let $v_1, v_2 \in \map \span {U \cup \set x}$ and $\alpha, \beta \in \Bbb F$ and write:
- $v_1 = u_1 + \lambda_1 x$
and:
- $v_2 = u_2 + \lambda_2 x$
Then:
\(\ds \map \phi {\alpha v_1 + \beta v_2}\) | \(=\) | \(\ds \map \phi {\paren {\alpha u_1 + \beta u_2} + \paren {\alpha \lambda_1 + \beta \lambda_2} x}\) | ||||||||||||
\(\ds \) | \(=\) | \(\ds \alpha \lambda_1 + \beta \lambda_2\) | ||||||||||||
\(\ds \) | \(=\) | \(\ds \alpha \map \phi {u_1 + \lambda_1 x} + \beta \map \phi {u_2 + \lambda_2 x}\) | ||||||||||||
\(\ds \) | \(=\) | \(\ds \alpha \map \phi {v_1} + \beta \map \phi {v_2}\) |
so $\phi$ is linear.
We then have:
- $\map \phi x = 0$
if and only if the unique representation of $x$ in the form:
- $x = u + \lambda x$
for $u \in U$ and $\lambda \in \Bbb F$ has $\lambda = 0$.
That is:
- $\map \phi x = 0$
- $x \in U$
So from the definition of kernel, we have:
- $U = \map \ker \phi$
$\Box$
$(3)$ implies $(2)$
Suppose that there exists a non-zero linear functional $\phi : U \to \Bbb F$ such that:
- $U = \map \ker \phi$
Since $\phi$ is non-zero, we have:
- $X \ne \map \ker \phi$
Let $x \not \in U$.
We aim to show that:
- $\map \span {U \cup \set x} = X$
From the definition of kernel, we have:
- $\map \phi x \ne 0$
Now, let:
- $z \in X \setminus U$
and let:
- $\ds y = z - \frac {\map \phi z} {\map \phi x} x$
We then have:
\(\ds \map \phi y\) | \(=\) | \(\ds \map \phi z - \map \phi {\frac {\map \phi z} {\map \phi x} x}\) | Definition of Linear Functional | |||||||||||
\(\ds \) | \(=\) | \(\ds \map \phi z - \frac {\map \phi z} {\map \phi x} \map \phi x\) | Definition of Linear Functional | |||||||||||
\(\ds \) | \(=\) | \(\ds \map \phi z - \map \phi z\) | ||||||||||||
\(\ds \) | \(=\) | \(\ds 0\) |
so:
- $y \in U$
Writing:
- $\ds z = y + \paren {\frac {\map \phi z} {\map \phi x} } x$
we see that:
- $z \in \map \span {U \cup \set x}$
So, we have:
- $X \setminus U \subseteq \map \span {U \cup \set x}$
So:
- $\map \span {U \cup \set x} = X$
$\blacksquare$
Sources
- 2020: James C. Robinson: Introduction to Functional Analysis ... (previous) ... (next) $21.3$: Linear Functionals and Hyperplanes