Difference between revisions of "Separable Metric Spaces"

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(Created page with "===Dense Sets in a Metric Space=== <p>We will now look at a new concept regarding metric spaces known as dense sets which we define below.</p> <blockquote style="background: w...")
 
 
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<p>In any metric space <span class="math-inline"><math>(M, d)</math></span> the whole set <span class="math-inline"><math>M</math></span> is always dense in <span class="math-inline"><math>M</math></span>. Furthermore, the empty set <span class="math-inline"><math>\emptyset</math></span> is not dense in <span class="math-inline"><math>M</math></span>.</p>
 
<p>In any metric space <span class="math-inline"><math>(M, d)</math></span> the whole set <span class="math-inline"><math>M</math></span> is always dense in <span class="math-inline"><math>M</math></span>. Furthermore, the empty set <span class="math-inline"><math>\emptyset</math></span> is not dense in <span class="math-inline"><math>M</math></span>.</p>
 
<p>For a less trivial example, consider the metric space <span class="math-inline"><math>(\mathbb{R}, d)</math></span> where <span class="math-inline"><math>d</math></span> is the usual Euclidean metric defined for all <span class="math-inline"><math>x, y \in \mathbb{R}</math></span> by <span class="math-inline"><math>d(x, y) = \mid x - y \mid</math></span>, and consider the subset <span class="math-inline"><math>\mathbb{Q} \subset \mathbb{R}</math></span> of rational numbers.</p>
 
<p>For a less trivial example, consider the metric space <span class="math-inline"><math>(\mathbb{R}, d)</math></span> where <span class="math-inline"><math>d</math></span> is the usual Euclidean metric defined for all <span class="math-inline"><math>x, y \in \mathbb{R}</math></span> by <span class="math-inline"><math>d(x, y) = \mid x - y \mid</math></span>, and consider the subset <span class="math-inline"><math>\mathbb{Q} \subset \mathbb{R}</math></span> of rational numbers.</p>
<p>The set <span class="math-inline"><math>\mathbb{Q}</math></span> is dense in <span class="math-inline"><math>\mathbb{R}</math></span> because for any open ball, i.e., for any <span class="math-inline"><math>x \in \mathbb{R}</math></span> and for any <span class="math-inline"><math>r > 0</math></span> we have that the open interval <span class="math-inline"><math>(x - r, x + r)</math></span> contains a rational number as we saw on <a class="newpage" href="/the-density-of-real-numbers-theorem">The Density of Real Numbers Theorem</a> page.</p>
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<p>The set <span class="math-inline"><math>\mathbb{Q}</math></span> is dense in <span class="math-inline"><math>\mathbb{R}</math></span> because for any open ball, i.e., for any <span class="math-inline"><math>x \in \mathbb{R}</math></span> and for any <span class="math-inline"><math>r > 0</math></span> we have that the open interval <span class="math-inline"><math>(x - r, x + r)</math></span> contains a rational number.</p>
 
<p>For a counterexample, consider the set <span class="math-inline"><math>\mathbb{Z} \subset \mathbb{R}</math></span> of integers. We claim that <span class="math-inline"><math>\mathbb{Z}</math></span> is not dense in <span class="math-inline"><math>\mathbb{R}</math></span>. To show this, consider the following ball:</p>
 
<p>For a counterexample, consider the set <span class="math-inline"><math>\mathbb{Z} \subset \mathbb{R}</math></span> of integers. We claim that <span class="math-inline"><math>\mathbb{Z}</math></span> is not dense in <span class="math-inline"><math>\mathbb{R}</math></span>. To show this, consider the following ball:</p>
 
<div style="text-align: center;"><math>\begin{align} \quad B \left ( \frac{1}{2}, \frac{1}{2} \right ) = (0, 1) \end{align}</math></div>
 
<div style="text-align: center;"><math>\begin{align} \quad B \left ( \frac{1}{2}, \frac{1}{2} \right ) = (0, 1) \end{align}</math></div>
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<td><strong>Theorem 1:</strong> Let <span class="math-inline"><math>(M, d)</math></span> be a metric space and let <span class="math-inline"><math>S \subseteq M</math></span>. Then, <span class="math-inline"><math>S</math></span> is dense in <span class="math-inline"><math>M</math></span> if and only if <span class="math-inline"><math>\bar{S} = M</math></span>.</td>
 
<td><strong>Theorem 1:</strong> Let <span class="math-inline"><math>(M, d)</math></span> be a metric space and let <span class="math-inline"><math>S \subseteq M</math></span>. Then, <span class="math-inline"><math>S</math></span> is dense in <span class="math-inline"><math>M</math></span> if and only if <span class="math-inline"><math>\bar{S} = M</math></span>.</td>
 
</blockquote>
 
</blockquote>
<p><em>Recall from the <a href="/adherent-accumulation-and-isolated-points-in-metric-spaces">Adherent, Accumulation, and Isolated Points in Metric Spaces</a> page that <span class="math-inline"><math>\bar{S}</math></span> denotes the closure of <span class="math-inline"><math>S</math></span>, and we defined the closure of <span class="math-inline"><math>S</math></span> to be the set of adherent points of <span class="math-inline"><math>S</math></span>.</em></p>
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<p><em>Recall that <span class="math-inline"><math>\bar{S}</math></span> denotes the closure of <span class="math-inline"><math>S</math></span>, and we defined the closure of <span class="math-inline"><math>S</math></span> to be the set of adherent points of <span class="math-inline"><math>S</math></span>.</em></p>
 
<ul>
 
<ul>
 
<li><strong>Proof:</strong> <span class="math-inline"><math>\Rightarrow</math></span> Suppose that <span class="math-inline"><math>S</math></span> is dense in <span class="math-inline"><math>M</math></span>. Then for all <span class="math-inline"><math>x \in M</math></span> and all <span class="math-inline"><math>r > 0</math></span> we have that:</li>
 
<li><strong>Proof:</strong> <span class="math-inline"><math>\Rightarrow</math></span> Suppose that <span class="math-inline"><math>S</math></span> is dense in <span class="math-inline"><math>M</math></span>. Then for all <span class="math-inline"><math>x \in M</math></span> and all <span class="math-inline"><math>r > 0</math></span> we have that:</li>
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===Separable Metric Spaces===
 
===Separable Metric Spaces===
<p>Recall from the <a href="/dense-sets-in-a-metric-space">Dense Sets in a Metric Space</a> page that if <span class="math-inline"><math>(M, d)</math></span> is a metric space then a subset <span class="math-inline"><math>S \subseteq M</math></span> is said to be dense in <span class="math-inline"><math>M</math></span> if for every <span class="math-inline"><math>x \in M</math></span> and for all <span class="math-inline"><math>r > 0</math></span> we have that:</p>
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<p>Recall that if <span class="math-inline"><math>(M, d)</math></span> is a metric space then a subset <span class="math-inline"><math>S \subseteq M</math></span> is said to be dense in <span class="math-inline"><math>M</math></span> if for every <span class="math-inline"><math>x \in M</math></span> and for all <span class="math-inline"><math>r > 0</math></span> we have that:</p>
 
<div style="text-align: center;"><math>\begin{align} \quad B(x, r) \cap S \neq \emptyset \end{align}</math></div>
 
<div style="text-align: center;"><math>\begin{align} \quad B(x, r) \cap S \neq \emptyset \end{align}</math></div>
 
<p>In other words, <span class="math-inline"><math>S</math></span> is dense in <span class="math-inline"><math>M</math></span> if every open ball contains a point of <span class="math-inline"><math>S</math></span>.</p>
 
<p>In other words, <span class="math-inline"><math>S</math></span> is dense in <span class="math-inline"><math>M</math></span> if every open ball contains a point of <span class="math-inline"><math>S</math></span>.</p>

Latest revision as of 11:54, 8 November 2021

Dense Sets in a Metric Space

We will now look at a new concept regarding metric spaces known as dense sets which we define below.

Definition: Let Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle (M, d)} be a metric space and let Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S \subseteq M} . Then is said to be Dense in if for every and for every we have that , i.e., every open ball in contains a point of .

In any metric space the whole set is always dense in . Furthermore, the empty set is not dense in .

For a less trivial example, consider the metric space where is the usual Euclidean metric defined for all by , and consider the subset of rational numbers.

The set is dense in because for any open ball, i.e., for any and for any we have that the open interval contains a rational number.

For a counterexample, consider the set of integers. We claim that is not dense in . To show this, consider the following ball:

Clearly and so is not dense in .

We will now look at a nice theorem which tells us that for a metric space a set Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S \subseteq M} is dense in Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle M} if and only if its closure equals Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle M} .

Theorem 1: Let Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle (M, d)} be a metric space and let Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S \subseteq M} . Then, Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} is dense in Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle M} if and only if Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \bar{S} = M} .

Recall that Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \bar{S}} denotes the closure of Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} , and we defined the closure of Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} to be the set of adherent points of Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} .

  • Proof: Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \Rightarrow} Suppose that Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} is dense in Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle M} . Then for all Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle x \in M} and all Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle r > 0} we have that:
Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \begin{align} \quad B(x, r) \cap S \neq \emptyset \end{align}}
  • So every is an adherent point of . The set of all adherent points of Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} is the closure of Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} , so Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \bar{S} = M} .
  • Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \Leftarrow} Suppose that Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \bar{S} = M} . Then every point of Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle M} is an adherent point of Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} , i.e., for all Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle x \in M} and for all Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle r > 0} we have that:
Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \begin{align} \quad B(x, r) \cap S \neq \emptyset \end{align}}
  • Therefore Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} is dense in Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle M} . Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \blacksquare}

Separable Metric Spaces

Recall that if Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle (M, d)} is a metric space then a subset Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S \subseteq M} is said to be dense in Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle M} if for every Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle x \in M} and for all Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle r > 0} we have that:

Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \begin{align} \quad B(x, r) \cap S \neq \emptyset \end{align}}

In other words, Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} is dense in Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle M} if every open ball contains a point of Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} .

We will now look at a special type of metric space known as a separable metric space which we define below.

Definition: A metric space Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle (M, d)} is said to be Separable if there exists a countable dense subset Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle S} of Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle M} .

For example, consider the metric space Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle (\mathbb{R}, d)} where Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle d} is the usual Euclidean metric defined for all Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle x, y \in \mathbb{R}} by Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle d(x, y) = \mid x - y \mid} . Then the subset Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \mathbb{Q}} is dense in Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \mathbb{R}} since every open interval contains rational numbers.

In fact, in general, the metric space Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle (\mathbb{R}^n, d)} where Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle d} is the usual Euclidean metric defined for all Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \mathbf{x} = (x_1, x_2, ..., x_n), \mathbf{y} = (y_1, y_2, ..., y_n) \in \mathbb{R}^n} by:

Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \begin{align} \quad \| \mathbf{x} - \mathbf{y} \| = \sqrt{(x_1 - y_1)^2 + (x_2 - y_2)^2 + ... + (x_n - y_n)^2} \end{align}}

Then it can be shown similarly that the following set is dense in Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \mathbb{R}^n} :

Failed to parse (MathML with SVG or PNG fallback (recommended for modern browsers and accessibility tools): Invalid response ("Math extension cannot connect to Restbase.") from server "https://wikimedia.org/api/rest_v1/":): {\displaystyle \begin{align} \quad \mathbb{Q}^n = \{(x_1, x_2, ..., x_n) \in \mathbb{R}^n : x_1, x_2, ..., x_n \in \mathbb{Q} \} \end{align}}


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