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[parent] proof of Weierstrass approximation theorem in R^n (Proof)

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 $0 \le x_i \le 1$ , $1 \le i \le n$ . 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 $|a - b| \le 1/N$ and both $a$ and $b$ lie in the cubical region.

Define $\phi \colon \mathbb{R} \to \mathbb{R}$ as follows: $$ \phi (x) = \left\{ \begin{matrix} 0 & x < -1 \cr 1 + x & -1 \le x \le 0 \cr 1 - x & 0 \le x \le 1 \cr 0 & x > 1\end{matrix} \right. $$ Consider the function ${\tilde f}$ defined as follows: $$ {\tilde f} (x_1, \ldots x_n) = \sum_{m = 0}^N \phi(N x_1 + m) f(m/N, x_2, \ldots x_n) $$

We shall now show that $|f(x_1, \ldots, x_n) - {\tilde f}(x_1, \ldots, x_n)| \le \epsilon/2$ 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 $$ {\tilde f} (x_1, \ldots, x_n) = (Nx - \lfloor Nx \rfloor) f \left( {\lfloor N x_1 \rfloor \over N}, x_2, \ldots, x_n \right) + (\lfloor Nx \rfloor + 1 - x) f \left( {\lfloor N x_1 \rfloor + 1 \over N}, x_2, \ldots, x_n \right), $$ so \begin{eqnarray*} | {\tilde f} (x_1, \ldots, x_n) - f (x_1, \ldots, x_n) | &=& | {\tilde f} (x_1, \ldots, x_n) - \{ (Nx - \lfloor Nx \rfloor) + (\lfloor Nx \rfloor + 1 - x)\} f (x_1, \ldots, x_n) | \cr &\le& (Nx - \lfloor Nx \rfloor) | f \left( {\lfloor N x_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 N x_1 \rfloor + 1 \over N}, x_2, \ldots, x_n \right) - f (x_1, x_2 \ldots, x_n) | \cr &\le& (Nx - \lfloor Nx \rfloor) {\epsilon \over 2} + (\lfloor Nx \rfloor + 1 - x) {\epsilon \over 2} = {\epsilon \over 2}. \end{eqnarray*} 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 $p_m$ , $0 \le m \le N$ such that $|p_m (x_2, \ldots, x_n) - f (m/N, x_2,\ldots x_n) | \le {\epsilon \over 4N}$ . Then one has the following inequality: \begin{eqnarray*} | {\breve \phi} (N x_1 + m) p_m (x_2, \ldots x_n) - \phi (N x_1 + m) f(m/N, x_2, \ldots x_n) | &= | {\breve \phi} (N x_1 + m) p_m (x_2, \ldots x_n) - {\breve \phi} (N x_1 + m) f(m/N, x_2, \ldots x_n) \\ &+& {\breve \phi} (N x_1 + m) f(m/N, x_2, \ldots x_n) - \phi (N x_1 + m) f(m/N, x_2, \ldots x_n) | \\ &\le& |{\breve \phi} (N x_1 + m)| | p_m (x_2, \ldots x_n) - f(m/N, x_2, \ldots x_n)| \\ &+& | f(m/N, x_2, \ldots x_n)| | {\breve \phi} (N x_1 + m) - \phi (N x_1 + m)| \\ &\le& {\epsilon \over 4N} + M {\epsilon \over 4MN} = {\epsilon \over 2N} \\ \end{eqnarray*}Define $$ {\breve f} (x_1, \ldots x_n) = \sum_{m = 0}^N {\breve \phi} (N x_1 + m) p_m (x_2, \ldots x_n). $$ As a finite sum of products of polynomials, this is a polynomial. From the above inequality, we conclude that $|{\breve f} (a) - {\tilde f} (a)| \le \epsilon / 2$ , hence $|f(a) - {\breve f} (a)| \le \epsilon$ .

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 $\mathbb{R}^n$ .




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Cross-references: compact subset, approximation theorem, variables, simple, products, finite, inequality, absolute value, upper bound, bounded, polynomial, dimensions, Weierstrass approximation theorem, sum, terms, integer, uniformly continuous, compact, positive, function, real, continuous, region, induction, theorem

This is version 5 of proof of Weierstrass approximation theorem in R^n, born on 2006-02-06, modified 2006-02-07.
Object id is 7603, canonical name is ProofOfWeierstrassApproximationTheoremInRn.
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AMS MSC41A10 (Approximations and expansions :: Approximation by polynomials)

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