proof of Weierstrass approximation theorem in R^n

To show that the Weierstrass Approximaton Theorem holds in $\mathbb{R}^{n}$ , we will use induction on $n$ .

For the sake of simplicity, consider first the case of the cubical region $0\leq x_{i}\leq 1$ , $1\leq i\leq n$ . Suppose that $f$ is a continuous, real valued function on this region. Let $\epsilon$ be an arbitrary positive constant.

Since a continuous functions on compact regions are uniformly continuous, $f$ is uniformly continuous. Hence, there exists an integer $N>0$ such that $|f(a)-f(b)|<\epsilon/2$ whenever $|a-b|\leq 1/N$ and both $a$ and $b$ lie in the cubical region.

Define $\phi\colon\mathbb{R}\to\mathbb{R}$ as follows:

\phi(x)=\left\{\begin{matrix}0&x<-1\cr 1+x&-1\leq x\leq 0\cr 1-x&0\leq x\leq 1% \cr 0&x>1\end{matrix}\right.

Consider the function ${\tilde{f}}$ defined as follows:

{\tilde{f}}(x_{1},\ldots x_{n})=\sum_{m=0}^{N}\phi(Nx_{1}+m)f(m/N,x_{2},\ldots x% _{n})

We shall now show that $|f(x_{1},\ldots,x_{n})-{\tilde{f}}(x_{1},\ldots,x_{n})|\leq\epsilon/2$ whenever $(x_{1},\ldots,x_{n})$ lies in the cubical region. By way that $\phi$ was defined, only two of the terms in the sum defining ${\tilde{f}}$ will differ from zero for any particular value of $x_{1}$ , and hence

{\tilde{f}}(x_{1},\ldots,x_{n})=(Nx-\lfloor Nx\rfloor)f\left({\lfloor Nx_{1}% \rfloor\over N},x_{2},\ldots,x_{n}\right)+(\lfloor Nx\rfloor+1-x)f\left({% \lfloor Nx_{1}\rfloor+1\over N},x_{2},\ldots,x_{n}\right),

$\displaystyle\|{\tilde{f}}(x_{1},\ldots,x_{n})-f(x_{1},\ldots,x_{n})\|$	$\displaystyle=$	$\displaystyle\|{\tilde{f}}(x_{1},\ldots,x_{n})-\{(Nx-\lfloor Nx\rfloor)+(% \lfloor Nx\rfloor+1-x)\}f(x_{1},\ldots,x_{n})\|$
	$\displaystyle\leq$	$\displaystyle(Nx-\lfloor Nx\rfloor)\|f\left({\lfloor Nx_{1}\rfloor\over N},x_{2% },\ldots,x_{n}\right)-f(x_{1},X_{2}\ldots,x_{n})\|+(\lfloor Nx\rfloor+1-x)\|% \left({\lfloor Nx_{1}\rfloor+1\over N},x_{2},\ldots,x_{n}\right)-f(x_{1},x_{2}% \ldots,x_{n})\|$
	$\displaystyle\leq$	$\displaystyle(Nx-\lfloor Nx\rfloor){\epsilon\over 2}+(\lfloor Nx\rfloor+1-x){% \epsilon\over 2}={\epsilon\over 2}.$

Next, we will use the Weierstrass approximation theorem in $n-1$ dimensions and in one dimesnsion to approximate $\tilde{f}$ by a polynomial. Since $f$ is continuous and the cubical region is compact, $f$ must be bounded on this region. Let $M$ be an upper bound for the absolute value of $f$ on the cubical region. Using the Weierstrass approximation theorem in one dimension, we conclude that there exists a polynoial $\breve{\phi}$ such that $|\breve{\phi}(a)-\phi(a)|<\epsilon/(4MN)$ for all $a$ in the region. Using the Weierstrass approximation theorem in $n-1$ dimensions, we conclude that there exist polynomials $p_{m}$ , $0\leq m\leq N$ such that $|p_{m}(x_{2},\ldots,x_{n})-f(m/N,x_{2},\ldots x_{n})|\leq{\epsilon\over 4N}$ . Then one has the following inequality:

$\displaystyle\|{\breve{\phi}}(Nx_{1}+m)p_{m}(x_{2},\ldots x_{n})-\phi(Nx_{1}+m)% f(m/N,x_{2},\ldots x_{n})\|$	$\displaystyle=\|{\breve{\phi}}(Nx_{1}+m)p_{m}(x_{2},\ldots x_{n})-{\breve{\phi}% }(Nx_{1}+m)f(m/N,x_{2},\ldots x_{n})$
	$\displaystyle+$	$\displaystyle{\breve{\phi}}(Nx_{1}+m)f(m/N,x_{2},\ldots x_{n})-\phi(Nx_{1}+m)f% (m/N,x_{2},\ldots x_{n})\|$
	$\displaystyle\leq$	$\displaystyle\|{\breve{\phi}}(Nx_{1}+m)\|\|p_{m}(x_{2},\ldots x_{n})-f(m/N,x_{2},% \ldots x_{n})\|$
	$\displaystyle+$	$\displaystyle\|f(m/N,x_{2},\ldots x_{n})\|\|{\breve{\phi}}(Nx_{1}+m)-\phi(Nx_{1}+% m)\|$
	$\displaystyle\leq$	$\displaystyle{\epsilon\over 4N}+M{\epsilon\over 4MN}={\epsilon\over 2N}$

Define

{\breve{f}}(x_{1},\ldots x_{n})=\sum_{m=0}^{N}{\breve{\phi}}(Nx_{1}+m)p_{m}(x_% {2},\ldots x_{n}).

As a finite sum of products of polynomials, this is a polynomial. From the above inequality, we conclude that $|{\breve{f}}(a)-{\tilde{f}}(a)|\leq\epsilon/2$ , hence $|f(a)-{\breve{f}}(a)|\leq\epsilon$ .

It is a simple matter of rescaling variables to conclude the Weirestrass approximation theorem for arbitrary parallelopipeds. Any compact subset of $\mathbb{R}^{n}$ can be embedded in some paralleloped and any continuous function on the compact subset can be extended to a continuous function on the parallelopiped. By approximating this extended function, we conclude the Weierstrass approximation theorem for arbitrary compact subsets of $\mathbb{R}^{n}$ .

Title	proof of Weierstrass approximation theorem in R^n
Canonical name	ProofOfWeierstrassApproximationTheoremInRn
Date of creation	2013-03-22 15:40:03
Last modified on	2013-03-22 15:40:03
Owner	rspuzio (6075)
Last modified by	rspuzio (6075)
Numerical id	8
Author	rspuzio (6075)
Entry type	Proof
Classification	msc 41A10