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Theory of Statistics - George Mason University

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0.1 Measure, Integration, and Functional Analysis 715<br />

domain, we equivalently define continuity in terms <strong>of</strong> the Euclidean distance<br />

between two points in the domain and the Euclidean distance between the<br />

corresponding function values.<br />

There are various types <strong>of</strong> continuity, and two functions help to illustrate<br />

the differences.<br />

Definition 0.1.30 (continuous function)<br />

Let f be a real-valued function whose domain is a set D ⊆ IR d . We say that<br />

f is continuous at the point x ∈ D if, given ɛ > 0, ∃δ ∋ ∀y ∈ D ∋ x − y <<br />

δ, f(x) − f(y) < ɛ.<br />

Here, the norms are the Euclidean norms. Notice that the order <strong>of</strong> f(x)<br />

may be different from the order <strong>of</strong> x.<br />

The δ in the definition may depend on x as well as on ɛ.<br />

If f is continuous at each point in a subset <strong>of</strong> its domain, we say it is<br />

continuous on that subset. If f is continuous at each point in its domain, we<br />

say that f is continuous.<br />

We have an immediate useful fact about continuous functions:<br />

Theorem 0.1.14<br />

If f is a continuous function, the inverse image f −1 <strong>of</strong> an open set is open.<br />

Pro<strong>of</strong>. Follows immediately from the definition.<br />

Example 0.1.6 (the Dirichlet function;) nowhere continuous function<br />

The indicator function <strong>of</strong> the rational numbers, called the Dirichlet function,<br />

is everywhere discontinuous.<br />

Example 0.1.7 (the Thomae function;) continuous on irrationals, discontinuous<br />

on rationals<br />

Let f(x) be defined as<br />

⎧<br />

1 if x = 0<br />

⎪⎨ 1 p<br />

if x = is rational,<br />

f(x) = q q<br />

⎪⎩<br />

where q is a positive integer and p is relatively prime to q<br />

0 if x is irrational<br />

Then f(x), called the Thomae function, is continuous at x if x is irrational<br />

and discontinuous at x if x is rational.<br />

We now consider three successively stronger types <strong>of</strong> continuity.<br />

Definition 0.1.31 (uniformly continuous function)<br />

Let f be a real-valued function whose domain includes a set D ⊆ IR d . We say<br />

that f is uniformly continuous over D if, given ɛ > 0, ∃δ ∋ ∀x, y ∈ D with<br />

x − y < δ,<br />

f(x) − f(y) < ɛ. (0.1.28)<br />

<strong>Theory</strong> <strong>of</strong> <strong>Statistics</strong> c○2000–2013 James E. Gentle

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