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1.4 Examples and counterexamples of normed and Banach spaces

1.4 Examples and counterexamples of normed and Banach spaces

Written by the Fiveable Content Team โ€ข Last updated August 2025
Written by the Fiveable Content Team โ€ข Last updated August 2025
๐ŸงFunctional Analysis
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Banach spaces are complete normed vector spaces. They're crucial in functional analysis, providing a solid foundation for studying linear operators and continuous functions.

We'll look at examples of Banach spaces like bounded sequences and continuous functions on compact sets. We'll also explore counterexamples and compare Banach spaces to general normed spaces.

Examples of Banach spaces

  • Space of bounded sequences (lโˆž,โˆฅโ‹…โˆฅโˆž)(l^{\infty}, \|\cdot\|_{\infty})
    • Contains all sequences of real or complex numbers that are bounded
    • Norm is the supremum of the absolute values of the sequence elements: โˆฅxโˆฅโˆž=supโกnโˆˆNโˆฃxnโˆฃ\|x\|_{\infty} = \sup_{n \in \mathbb{N}} |x_n|
    • Forms a Banach space as it is complete under this norm
    • Example: The sequence (1,12,13,14,โ€ฆ)(1, \frac{1}{2}, \frac{1}{3}, \frac{1}{4}, \ldots) belongs to lโˆžl^{\infty}
  • Space of continuous functions on a compact set (C(K),โˆฅโ‹…โˆฅโˆž)(C(K), \|\cdot\|_{\infty})
    • KK represents a compact subset of a metric space
    • Includes all continuous functions f:Kโ†’Rf: K \to \mathbb{R} or C\mathbb{C}
    • Norm is the maximum absolute value of the function over its domain: โˆฅfโˆฅโˆž=supโกxโˆˆKโˆฃf(x)โˆฃ\|f\|_{\infty} = \sup_{x \in K} |f(x)|
    • Forms a Banach space as it is complete under this norm
    • Example: The space of continuous functions on the closed interval [0,1][0, 1] is a Banach space

Counterexamples to Banach spaces

  • Space of continuous functions on an open interval (C(a,b),โˆฅโ‹…โˆฅโˆž)(C(a,b), \|\cdot\|_{\infty})
    • Contains all continuous functions f:(a,b)โ†’Rf: (a,b) \to \mathbb{R} or C\mathbb{C}
    • Norm is the maximum absolute value of the function over its domain: โˆฅfโˆฅโˆž=supโกxโˆˆ(a,b)โˆฃf(x)โˆฃ\|f\|_{\infty} = \sup_{x \in (a,b)} |f(x)|
    • Does not form a Banach space as it is not complete under this norm
    • Counterexample: The sequence of functions fn(x)=xnf_n(x) = x^n on (0,1)(0,1) is Cauchy but does not converge to a continuous function on (0,1)(0,1)
  • Space of polynomials (P,โˆฅโ‹…โˆฅ)(P, \|\cdot\|)
    • Includes all polynomials with real or complex coefficients
    • Norm can be defined in various ways, such as โˆฅpโˆฅ=supโกxโˆˆ[0,1]โˆฃp(x)โˆฃ\|p\| = \sup_{x \in [0,1]} |p(x)|
    • Does not form a Banach space as it is not complete under any norm
    • Counterexample: The sequence of polynomials pn(x)=โˆ‘k=0nxkk!p_n(x) = \sum_{k=0}^n \frac{x^k}{k!} is Cauchy but converges to the exponential function exe^x, which is not a polynomial

Completeness in specific spaces

  • Space of polynomials (P,โˆฅโ‹…โˆฅ)(P, \|\cdot\|)
    • Not complete under any norm, as demonstrated by the previous counterexample
  • Space of rational functions (R,โˆฅโ‹…โˆฅ)(R, \|\cdot\|)
    • Contains all rational functions of the form f(x)=p(x)q(x)f(x) = \frac{p(x)}{q(x)}, where pp and qq are polynomials and qโ‰ 0q \neq 0
    • Norm can be defined in various ways, such as โˆฅfโˆฅ=supโกxโˆˆ[0,1]โˆฃf(x)โˆฃ\|f\| = \sup_{x \in [0,1]} |f(x)|
    • Does not form a Banach space as it is not complete under any norm
    • Counterexample: The sequence of rational functions fn(x)=11+nx2f_n(x) = \frac{1}{1+nx^2} is Cauchy but converges to the function f(x)={1,x=00,xโ‰ 0f(x) = \begin{cases} 1, & x = 0 \\ 0, & x \neq 0 \end{cases}, which is not a rational function

Comparison of normed vs Banach spaces

  • Completeness
    • Banach spaces are always complete under their respective norms
    • Not all normed spaces are complete, as shown by the counterexamples
  • Dimension
    • Banach spaces can be finite-dimensional (Rn\mathbb{R}^n with any norm) or infinite-dimensional (lโˆžl^{\infty} and C(K)C(K))
    • Normed spaces can also be either finite-dimensional or infinite-dimensional
  • Separability
    • Some Banach spaces are separable (C([0,1])C([0,1]) and lpl^p for 1โ‰คp<โˆž1 \leq p < \infty), while others are not (lโˆžl^{\infty} and Lโˆž([0,1])L^{\infty}([0,1]))
    • Separability is not directly related to completeness, as both Banach and non-Banach spaces can be separable or non-separable
  • Duality
    • The dual space of a normed space is always a Banach space
    • The dual of a Banach space is also a Banach space
    • The dual of a non-Banach space may not be complete under the operator norm