Topology of real number space
Def'n. Cauchy sequence
Any convergent sequence is Cauchy
Every Cauchy sequence is bounded
Def'n. Metric space
a space X plus a notion of distance
Def'n. Completeness
a metric space \(S\) is complete if Cauchy sequence in \(S\) converges to some point in that space.
Claim (D&D 2.8.5)
every Cauchy sequence of reals converges. i.e. \(\mathbb{R}\) is complete.
proof. Let \((x_n)\in\mathbb{R}\) be Cauchy and \(x_n\rightarrow L\). WTS \(L\in\mathbb{R}\)
We'll use diagonalization argument: For fixed \(x_n\in\mathbb{R}, \exists (r_{n,k})\) be rational Cauchy s.t. \(\lim_{k\rightarrow\infty}r_{n,k}=x_n\). Let \(a_n\) be s.t. \(|a_n - x_n|\leq 1/n\) by choosing a candidate for each \(n\).
Thrm. Mean Value Theorem
Example
\(a_1 = 1, a_{n+1} = cos(a_n)\) show that \(a_n\rightarrow L\).
proof. WTS \((a_n)\) is Cauchy. Take some \(\xi\in(a_n,a_{n-1})\), then
If \(r < 1\), then \(\lim|a_n - a_{n-1}|=0\)
Close and Open
Limit point For a sequence \((x_n)\in\mathbb{R}\), its limit point \(x\in\mathbb{R}\) satisfies \(\lim_{n\rightarrow\infty}x_n = x\).
Closed if it contains all its limit points
Example \(\mathbb{R}^n\) is closed because \(\mathbb{R}\) is complete
Claim Finite union of closed sets is closed
Open if \(\forall x\in U.\exists r_{x,v}>0. B_r(x)\subseteq U\)
\(U\) open, \(f\) continuous \(\Rightarrow f^{-1}(U)\) is open
Claim (D&D 4.3.8) \(U\) open IFF \(\mathbb{R}-U\rightarrow U^c\) is closed
Theorem
finite intersection of open sets is open.
proof. \((\cap^M U_i)^{c^c} = (\cup^M U_i^c)^c\)
Since \(U_i\) open, \(U_i^c\) closed, \(\cup^M U_i^c\) closed.
Compactness
Compact Defn 1 \(C\subseteq\mathbb{R}\) is compact if all sequence \(\{x_n\}\subseteq C\) has a converging subsequence \(\{x_{n_k}\}\subseteq C\)
\(\forall \{x_n\}\subseteq C. \exists \{x_{n_k}\}\subseteq \{x_n\}. x_{n_k}\rightarrow x\in C\)
Compact Defn 2 A set \(C\) is compact if every open cover of \(C\) has a finite subcover that covers \(C\).
Open cover A collection of open balls \(\{U_a\}_{a\geq 1}\) is an open cover if \(c\subseteq \cup^\infty U_a\)
Claim \([a,b]\subseteq \mathbb{R}\) is compact.
proof. By Bolzano Weierstrass Theorem. every bounded sequence has a convergent subsequence. Since \([a,b]\) closed, such limit falls in \([a,b]\).
Continuous mapping theorem For continous \(f, x_n\rightarrow x\Rightarrow f(x_n)\rightarrow f(x)\).
Corollary \(f:U\rightarrow V\), if \(C\subseteq U\) is compact, then \(f(C)\) is also compact.
Thrm. Heine-Borel Theorem
\(C\subseteq \mathbb{R}\) is compact IFF closed and bounded.
Claim 1 compact \(\Rightarrow\) bounded
proof. Suppose compact but not bounded. Then take \(\{x_n\}\subset C\), wlop, \(x_n\rightarrow \infty\). Then, we can take a monotone increasing subsequence \(y_n\) of \(x_n\). Then by compactness, take \(y_{n_k}\rightarrow y\in C\). But a monotone divergent sequence cannot have convergent subsequence.
Claim 2 compact \(\Rightarrow\) closed
proof. Let \(\{x_n\}\subseteq C. x_n\rightarrow x\), WTS \(x\in C\).
By compactness, take \(\{x_{n_k}\}\rightarrow L\). We can show that \(|x-L| = |x - x_{n_k} + x_{n_k} - L| \leq |x - x_{n_k}| + |x_{n_k} - L| \rightarrow 0\)
Claim 3 closed & bounded \(\Rightarrow\) compact
proof. Let \(\{x_n\}\subseteq C\). Since bounded, by BWT, take \(\{x_{n_k}\}\) where \(x_{n_k}\rightarrow L\in\mathbb{R}\).
Since \(C\) closed, its limit point is in \(C\).
Thrm. Extreme value theorem
If a function \(f:K\rightarrow R\) is continous and \(K\) is compact, then \(f(K)\) is compact and \(\exists a,b\in K. \forall k\in K. f(a)\leq f(k)\leq f(b)\)
Part1 \(f(K)\) compact
proof. Let \((y_k)\subseteq f(K)\), take \((x_k)\subseteq K s.t. f(x_k)=y_k\). By compactness of \(K\), take \((x_{k_n})\subseteq (x_k)\) and \(x_k\rightarrow x\in K.\) Then by continuous mapping theorem, \(f(x_{k_n})\rightarrow f(x)\in f(K)\)
Part2 \(f(K)\) has max and min
proof. By compactness and least bound principle, take \(M,m\) be the supremum and infimum of \(f(X)\). WTS thats contained in \(f(K)\).
Construct a sequence \((d_n)\subset K\) s.t. \(M-\frac{1}{n}\leq f(d_n)\leq M\) (since M is the supremum we can do such construction).
Since \(K\) is compact, by Bolz. Weis. Theorem, take \((d_{n_k})\subseteq (d_n), d_{n_k}\rightarrow d\) is convergent.
Then by squeeze theorem, \(M-\frac{1}{n}\leq f(d_{n_k})\leq M\) is squeezed by \(M\), \(\lim f(d_{n_k}) = f(\lim f(d_{n_k})) = M\). By compactness of \(f(K), M\in f(K)\).
Example \(f\) continuous on \([a,b]\subseteq \mathbb{R}\) has no local extremum, then \(f\) is monotone.
local maxmimum/minimum \(x_0\) is local max/min if \(\exists \epsilon > 0. \forall x\in [x_0-\epsilon, x_0+\epsilon], f(x)\leq | \geq f(x_0)\).
Uniform Continuilty
\(f:S\rightarrow R\) is uniformly continuous if \(\forall \epsilon > 0. \exists \delta > 0. \forall x,y. |x-y|\leq \delta \Rightarrow |f(x)-f(y)|<\epsilon\)
Sequential criterion A function \(f:S\rightarrow R\) is not uniform continuous if \(\exists (x_n), (y_n)\subseteq S\) s.t. \(|x_n - y_n|\rightarrow 0\) but \(\exists \epsilon_0 >0 s.t. |f(x_n)-f(y_n)|\geq \epsilon_0 > 0\)
proof. negation of the uniform continuous definition
Example \(f(x):=x^2\)
Let \(x_n = n + n^{-1}, y_n = n\). Then \(|x_n-y_n|= n^{-1}\rightarrow 0\), but \(|(n+n^{-1})^2 - n^2| = |-2|+n^{-2}\rightarrow 2 > 0\)
\(\alpha\)-Holder \(f:S\rightarrow R\) is a-Holder if \(|f(x)-f(y)|\leq c |x-y|^\alpha, \alpha\in[0,1]. \forall x,y\in S\).
Example \(f(x)=x^p, p\in(0,1)\) is call p-Holder and is uniform continuous.
proof. Let \(\epsilon > 0\), take \(\delta = (\epsilon / c)^{a^{-1}} < 1\) because \(\alpha \leq 1\)
\(|f(x)-f(y)|\leq c|x-y|^\alpha \leq c\delta^\alpha =\epsilon\)
When \(\alpha = 1, i.e. |f(x)-f(y)|\leq c|x-y|\), they are called Lipschitz.
Example Any differentiable functions are Lipschitz (bounded derivative)
proof. by MVT, \(|f(x)-f(y)| = |f'(c)||x-y|\leq B|x-y|\)
Thrm. Heine-Cantar Theorem
if \(K\) compact, and \(f:K\rightarrow R\) is continuous, then \(f\) is also uniform continuous.
proof. Suppose \(f\) is not uniform continuous
Take \((x_n), (y_n)\) and for \(\epsilon > 0\) s.t. \(|x_n - y_n|\leq 1/n\) but \(|f(x_n)-f(y_n)|\geq \epsilon > 0\). By \(K\) compact, take \((x_{n_k})\rightarrow x\in K\)。
However, \(|y_{n_k}-x|\leq |y_{n_k}-x_{n_k}| + |x_{n_k}-x| \leq n_k^{-1} + \epsilon_k \rightarrow 0\) i.e. \(y_{n_k}\rightarrow x\)
\(\forall n_k > N_{\epsilon_0/4}|f(x_n)-f(y_n)|\leq |f(x_n)-f(x)| + |f(x)-f(y)| \leq \epsilon_0/2\) causes contradiction
Thrm. Intermediate value theorem
If \(f:[a,b]\rightarrow \mathbb{R}\) is continuous and \(z\in\mathbb{R}\) satisfy \(f(a)\leq z\leq f(b)\), then \(\exists c \in [a,b]\) s.t. \(f(c)=z\).
proof. Let \(A = \{x\in[a,b]: f(x) < z\}\), then \(A\) is upper bounded. Then, take \(c = sup(A)\).
\(\forall \epsilon_n = n^{-1}\), take \(a_n \in A\) s.t. \(c - n^{-1} \leq a_n \leq c\) and \(f(a_n)\leq z\) so \(f(c) = \lim_{n\rightarrow \infty} f(a_n)\leq z\) (1).
Explicitly assume \(c < b\) (otherwise we've done), then take \(\exists b_n\) s.t. \(c < b_n \leq b, \lim_\infty b_n =c\).
Since \(z\) is upper bound for \(A, b_n\not\in A, f(b_n)\leq z\) (2). By (1)(2) \(f(c)=z\)
Connected
Disconnected \(A\subseteq \mathbb{R}\) is disconnected \(U,V\) open cover s.t. \(A = U\sqcup V\)
Connected \(A\) is connected if \(\forall U,V. A\neq U\sqcup V\)
Path connected of \(\forall a,b \in A. \exists \gamma:[0,1]\rightarrow A\) be a continuous path i.e. \(\gamma(0)=a, \gamma(1)=b, \gamma([0,1])\subseteq A\)