Definition (Metric Space)

A metric space is an ordered pair \((X, d)\) where \(X\) is a set and \(d\) is a metric on \(X\), i.e., a function \[ d:X\times X \rightarrow \mathbb{R} \] satisfying the following axioms for all \(p,q,r\in X\):

  1. (Nonnegativity): \(d(p,q)\ge 0\). Moreover, \(d(p,p)=0\) for all \(p\), and \(d(p,q)>0\) if \(p\ne q\).

  2. (Symmetry): \(d(p,q)=d(q,p)\) for all \(p,q\).

  3. (Triangle inequality): \(d(p,q)\le d(p,r)+d(r,q)\).




Definition (Boundness)

A metric space \((X,d)\) is bounded if there exists a real number \(B\) such that \(d(p,q)<B\) for all \(p,q\in X\).



Proposition

Let \((X,d)\) be a metric space, and let \(E\) be a nonempty subset of \(X\). The followings are equivalent:

  1. \((E,d)\), considered as a sub-metric space of \(X\), is bounded;

  2. There exists \(p\in E\) and a real number \(M\) such that \(d(p,q)<M\) for all \(q\in E\);

  3. There exists \(p\in X\) and a real number \(M\) such that \(d(p,q)<M\) for all \(q\in E\).




Example (Need to verify all of these)
  1. Finite metric space is bounded.

  2. If \((X,d)\) is bounded, then so is any subspace.

  3. If \((X,d_X)\), \((Y,d_Y)\) are bounded, so is \((X\times Y, d_{X\times Y})\), where for any \(x,x'\in X\) and \(y,y'\in Y\), \[ d_{X\times Y}((x,y),(x',y')):=(d_X(x,x'), d_Y(y,y')) \]

  4. The metric space \((\mathbb{R},d)\) is not bounded.



Compare(cf.)

Definition (Inner Product Space)

An inner product space is a vector space \(V\) over \(\mathbb{R}\) together with an inner product, that is a map \[\left<\cdot,\cdot\right>:V\times V\rightarrow \mathbb{R}\] which satisfies the following three properties for all \(\mathbf{x,y,z}\in V\) and \(a,b\in\mathbb{R}\) :

  1. (Symmetry): \(\left<\mathbf{x},\mathbf{y}\right>=\left<\mathbf{y},\mathbf{x}\right>\);

  2. (Linearity): \(\left<a\mathbf{x}+b\mathbf{y},\mathbf{z}\right>=a\left<\mathbf{x},\mathbf{z}\right>+b\left<\mathbf{y},\mathbf{z}\right>\);

  3. (Positive-definiteness): If \(\mathbf{x}\ne \mathbf{0}\), then \(\left<\mathbf{x},\mathbf{x}\right>>0\).



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