Problem Set Seven: Uniform Convergence
Definitions: Let S be a set, f : S R be a function, and ( f n ) be a sequence of functions from S into R.
(a) converges pointwise on S to f iff, for each x in S, f n (x ) f (x ) in R. Equivalently,
x S ε 0 m(x) N, n m(x) f n (x) f (x) ε .
(b) converges uniformly on S to f iff ε 0 m N x S, n m f n (x) f (x) ε .
Note: (i) If converges uniformly on S to f then converges pointwise on S to f.
n (ii) Pointwise convergence need not imply uniform convergence. For example f n (x ) x converges 0 if 0 x 1 pointwise on [0,1] to f (x ) , but convergence is not uniform. 1 if x 1
Definitions: Let S be a set. (a) A function f : S R is (uniformly) bounded iff there is a number b so that f (x ) b for all x in S. (b) The uniform norm of a bounded function is f min { b :x S f (x ) b } sup { f (x ) : x S} . u (c) B(S) denotes the set of all bounded functions .
Theorem: (a) B(S) is a vector space under the pointwise operations (f g)( x ) f (x ) g(x ) and ( cf )( x ) c f (x ). (b) The uniform norm is a norm on B(S). (c) converges to f in the metric space B(S) iff converges uniformly on S to f. (d) B(S) is a complete under the uniform norm. A complete normed space is called a Banach space.
Theorem: If f : S T is continuous and K S is compact, then f (K ) {f (x ): x K } is a compact subset of T.
Corollary: If is continuous and S is compact then there are points p and q in S so that f (q) f (x ) f (p) for all x in S. In particular f is bounded on S.
Definition and Theorem: For S a compact metric space let C(S) denote the set of all continuous functions . (a) C(S) is a vector space under the pointwise operations (b) If is a sequence in C(S) and converges uniformly on S to f, then f is continuous. (c) C(S) is a closed subset of B(S) and thus is complete under the uniform norm.
2 2 Lemma: If g is continuously differentiable on [a,b] then g 2 g g (b a ) 1 g . u 2 2 2
Theorem: Let be a sequence of continuously differentiable functions on [a,b]. If (i) is Cauchy in 2-norm, and (ii) the derivatives ( f n ) are bounded in 2-norm, then ( f n ) converges uniformly to a continuous function on [a,b].
Theorem: Let be a sequence of continuously differentiable functions on [a,b]. If
(i) lim f n (x 0 ) exists for some x 0 in [a,b], and (ii) converges in 2-norm to some continuous g, then there is a differentiable f so that f g and converges uniformly to f on [a,b].
PROBLEMS
Problem 7-1: Answer these questions for each sequence . Does the sequence converge pointwise on S? If so is the pointwise limit continuous? Is convergence uniform?
1 n 1 (a) f n (x ) , S [0,1] (b) f n (x ) , S [0,1] (c) f n (x ) tan (n x ), S R 1 n x n x
Problem 7-2: In B[0,1] let f n (x ) max {1 n x , 0 }.
(a) Calculate f n u and f n f m u for n m .
(b) Is the set M { f 1 , f 2 , f 3 , ... , f n , ... } totally bounded in B[0,1]? (c) Does the sequence converge in B[0,1]? If so find its limit.
Definition: A function F:S T between metric spaces is an isometry iff d(F(x), F(z)) d(x, z) for all x and z in S. Note this doesn’t require that F is onto.
Problem 7-3: For (S,d) a metric space and x 0 a distinguished point in S, define F:S B(S) by
F (x)(s) d(x 0 , s) d(s, x) Prove that F is an isometry with values in C(S).
Problem 7-4: Let be a sequence in C[a,b]. (a) Prove that if f n 0 uniformly then f n 0 in 2- norm. Give (or review) an example showing the converse is false. b b (b) Prove that if in 2-norm then f n (u) d u 0 and f n (u) d u 0 . Give (or review) an a a example showing the converse is false.
Problem 7-5: If g is continuously differentiable on [a,b] and c 1 1/(b a) then
2 2 g c { g g }1/2 . u 2 2
2 2 Problem 7-6: On [1, 1] let f n (x) f( n x) for f(x) x sgn (x) /(1 x ) .
2 2 d u (a) f sgn n 0 . n 0 2 2 2 n (1 u ) (b) ( f n ) can’t converge in 2-norm to a continuous function on [1, 1] .
(c) The sequence of derivatives ( f n ) converges pointwise to zero on .
2 u 2 d u (d) f 8 n n . n 0 2 4 2 (1 u )
2 Problem 7-7: On let f n (x) x (1/n) . (a) converges uniformly to x on . (b) converges to sgn(x) pointwise and in 2-norm on .
Definition (a Cantor Set): There is a recursively defined sequence (C n ) of subsets of [0,1] with the following properties: (i) C 0 [0,1] ; (ii) C n is the union of a finite number of disjoint closed bounded intervals, called the components of C n , and; (iii) C n 1 is obtained from by removing the open middle third of each component of . For instance C1 [0, 1/3] [2/3, 1] , C1 [0, 1/9] [2/9, 1/3] [2/3, 7/9] [8/9, 1] , and so on. The Middle Third Cantor Set is C n 1 C n .
n k Problem 7-8: Write S { 0,1}N and define f :S R by f (x) 2 3 x(k) . n n k 1 (a) Show that converges uniformly and in C(S) to a Lipschitz function f :S R . (b) Show that f is one-to-one and maps onto the Middle Third Cantor Set C. (b) Show that the inverse function f 1 :C S is continuous. A continuous, one-to-one and onto function with continuous inverse is called a homeomorphism.