Differentiation and Integration
[179/19%]Calculate all Dini derivatives of , the characteristic function of rationals.
Let
Calculate all four Dini derivatives of at and at .
Calculate all Dini derivatives of at and at .
Let if and . Calculate all four Dini derivatives of at .
Calculate all Dini derivatives of at and at .
Construct an increasing function such that none of the four Dini derivatives at 0 are equal.
Prove that a function is differentiable at (in the standard meaning) if and only if all 4 Dini derivatives are equal and finite, in which case .
If is defined and finite on , prove the following:
.
.
.
If and are defined and finite on , prove that for every . Give an example to show that the inequality may be strict.
Let be continuous and suppose that for every , . Prove that and differ by a constant.
Give an example to show that the chain rule for Dini derivatives does not hold.
Let be a subset of of measure 0 . Prove that there exists a continuous increasing function for which each Dini derivative is infinite on each point of .
Let be a continuous function. Prove that is nonincreasing on ( ) if and only if on ( ).
Let be continuous functions such that and on . If , prove that on .
If and are defined and finite on , prove the following:
If has a right derivative at , then
If has a left derivative at , then
Let and be nonnegative and continuous at .
Prove that .
Give an example to show that the inequality in (a) may be strict.
Give an example to show that the inequality in (a) is not true without the continuity and nonnegativity assumptions.
Complete the proof of Proposition 9.1.4 (if is monotone, the four Dini derivatives of are measurable) by showing that if is monotone then the remaining three Dini derivatives of are measurable ( , and ).
Suppose that is finite. Prove that is continuous from the right at .
Suppose is continuous on . Prove that is increasing on if and only if at least one of the four Dini derivatives of is nonnegative on .
Let be an increasing function on and let . Prove that none of the Dini derivatives can be negative (or equal to ) at .
(Dini, 1878) Let be a continuous function. Prove that the bounds of each of the Dini derivatives are equal to the bounds of the difference quotient
as . Use this to conclude that if a single Dini derivative of a continuous function is continuous at a point , then so are the other three. Show that in this case all four Dini derivatives are equal, so is differentiable at .
Give an example to show that the conclusions of Exercise 9.1.21 need not hold if the continuity assumption on is dropped.
Let be continuous on , and let a constants and a set of positive measure satisfy for all (or for all ). Prove that for every there exists a finite collection of disjoint intervals in such that and
Let be a real-valued function. Prove that the set of points where is countable.
Give an example showing that it is possible that the set in Theorem 9.1.7 have Lebesgue measure . Do the same for sets and .
Theorem 9.1.7 (The Denjoy--Young--Saks Theorem): Let be a real-valued function defined on . Then almost every point is in one of four sets: , on which has a finite derivative; , on which is finite, , and ; , on which is finite, , and ; , on which and .
Let be continuous on and suppose that it has a local maximum at . Prove that
Let be continuous and suppose that is Riemann integrable over . Prove that
If is continuous on prove that the four Dini derivatives of are measurable.
If is measurable prove that the four Dini derivatives of are measurable.
A function is called Hölder continuous of order , notation , if there is a constant such that for all . Prove that the Hölder continuous functions form a set of first categories in .
Let . Prove that is a Vitali cover for .
Let , and for every let be a strictly decreasing sequence of real numbers that converges to . Prove that is a Vitali cover for .
Let be a union (not necessarily countable and not necessarily disjoint) of nondegenerate intervals (open, closed, half open and half closed, infinite, etc). Show that is measurable.
Show that the Vitali Covering Lemma extends to the case in which the covering collection consists of nondegenerate intervals that are not necessarily closed.
Show that the Vitali Covering Lemma does not extend to the case in which the covering collection contains some intervals that are not necessarily nondegenerate.
Prove that a set has measure 0 if and only if there is a countable collection of open intervals for which each point in belongs to infinitely many of these intervals and .
Prove that each function defined in the proof of Corollary 9.2.9 is Riemann integrable.
In the proof of Corollary 9.2.9 (which states that for increasing on , is integrable over and ), is first extended to by for , and then for .
Prove inequality (9.23).
Inequality (9.23): Let be an increasing function on , extended to the interval by for , and let
Then
Prove Theorem 9.2.12.
Theorem 9.2.12: Let be a monotone function on . Then has at most a countable number of jump discontinuities on .
Prove Theorem 9.2.13.
Theorem 9.2.13: Let be a countable subset of and let be a sequence of positive numbers for which the series converges. Given , let be the subset of consisting of those integers for which , and let (with if ). Then: (a) is a monotone-increasing function on . (b) has a jump discontinuity at each . (c) The jump at is . (d) is continuous at every other point of .
Let be a subset of and a countable subset of . Prove or disprove: There is a monotone function on that is continuous only at points in .
Let be an increasing function on . Prove that
Prove inequality (9.20).
Inequality (9.20): If is an increasing function on , then
This is the second half of Lemma 9.2.7, whose first half reads: Let be an increasing function on and . Then .
Definition 9.1.1: For a real-valued function on and , the Dini derivatives are , , , .
Let be a set of measure 0 . Prove that there exists a continuous increasing function such that for all .
Prove or disprove: the derivative of a continuous, monotone function is differentiable a.e.
Let be continuously on and let . Prove that cannot contain a nondegenerate interval.
Let be monotone increasing and let . Prove that the function has the following properties:
it is defined everywhere;
it is monotone increasing;
it is right continuous;
it is differentiable a.e.;
a.e.
Let be strictly increasing and such that at every point . Prove that .
Let be strictly increasing and such that at every point . Prove that .
Prove that every monotone function defined on an interval is Borel measurable.
Let be continuous on . Prove or disprove: there exists an open interval on which is monotone.
Let be differentiable on , let , and suppose that . Prove or disprove: there exists an open interval containing such that is monotone on .
(Fubini) Let be monotone increasing functions for and assume that the series converges pointwise on . Prove that for almost all .
Let be monotone increasing for and suppose that for a.e. . Prove that for a.e. .
Give an example of functions such that is increasing and continuous, is a polynomial, and
Prove or disprove: if is increasing in each variable then it is Borel measurable.
Let denote the Cantor-Lebesgue function and set for and for . Let be the collection of all closed subintervals of with rational endpoints, let
and let . Prove that is continuous and strictly increasing on and that a.e.
The purpose of this exercise is to establish the so-called Helly Selection Principle: If is a uniformly bounded sequence of increasing functions on then there exists a subsequence that converges pointwise at every point of to an increasing function .
Prove that there exists a subsequence of that converges pointwise at every rational point of .
Extend to irrational points in so that it is increasing on .
Prove that the subsequence obtained in (a) converges at every point of continuity of .
Use the approach as in (a) and Theorem 9.2.12 to obtain a subsequence of that converges at every point of .
Theorem 9.2.12: Let be a monotone function on . Then has at most a countable number of jump discontinuities on .
Let be a sequence of subintervals of with rational endpoints. For each , let be the set of all continuous functions on that are monotone on . Using these sets proves that there exists a continuous function on that is not monotone on any subinterval of .
Let be a set of the first category, and a strictly monotone function. Prove that is a set of first categories.
Let be differentiable on with bounded derivative. Prove that is of bounded variation on .
Prove that the Dirichlet function is not of bounded variation.
Let be a function of bounded variation on and . Prove that is of bounded variation on .
Prove that every function of bounded variation is bounded.
Let be of bounded variation. Prove that so is .
Let be of bounded variation. Prove that so is .
Let be of bounded variation and suppose that is bounded on . Prove that is of bounded variation.
Let and suppose that is of bounded variation on every closed subinterval of . Prove or disprove: is of bounded variation on .
Let
Determine whether is of bounded variation on .
Let
Prove that is of bounded variation on if and only if or both and .
Let be a function of bounded variation on and let be a continuous function on . Prove or disprove: is of bounded variation on .
Let be a function of bounded variation on and let be of bounded variation on . Prove or disprove: is of bounded variation on .
Let be a function on that is not of bounded variation. Prove that there is a point such that fails to be of bounded variation on each subinterval of that contains in its interior.
Give an example of a function that is differentiable on but not of bounded variation on .
Let . Prove that .
Let and let . Prove that .
Let . Prove that if and only if is constant.
Let be a function of bounded variation and let . Prove that if is continuous from the left (right) at , then so is .
For a function the length of the curve is defined by
where the supremum is taken over all partitions of . Prove that is finite if and only is of bounded variation on .
Let be differentiable on with derivative Riemann integrable over . Prove that
What if the integral of is a convergent improper integral?
Let be continuous on and suppose that is Riemann integrable over . Prove that
What if the integral of is a convergent improper integral?
Let be differentiable on and let such that on . Suppose that either is Riemann integrable over or the integral of is a convergent improper integral. Prove that is of bounded variation on .
In Exercises 9.3.23-9.3.26 find the total variation: .
In Exercises 9.3.23-9.3.26 find the total variation: .
In Exercises 9.3.23-9.3.26 find the total variation: .
In Exercises 9.3.23-9.3.26 find the total variation: .
Let be continuous functions of bounded variation on . Prove that the set cannot be the square . What if are merely continuous?
Let be a sequence of real-valued functions on that converges pointwise on to the real-valued function . Prove that
Find all functions of bounded variation on such that
Let be a function of bounded variation on a closed and bounded interval . Prove that there exists a sequence of partitions of for which the sequence is increasing and converges to .
Let be a continuous function of bounded variation and let be a partition of . For , let and denote the maximum and the minimum, respectively, of on , and . Prove that
Prove or disprove: There exists a continuous function that is not of bounded variation on any interval.
Let on . Find two increasing functions and for which on .
Let on [-2,2]. Find two increasing functions and for which on .
Let on . Find two increasing functions and for which on [ 0,2 ].
Let be a function of bounded variation on a closed and bounded interval . Prove or disprove: is a measurable function.
Let be a function of bounded variation on a closed and bounded interval . Prove that there exist two bounded increasing functions and such that and .
Let be a function of bounded variation on a closed and bounded interval . Prove that for a.e. .
Let be a function of bounded variation on a closed and bounded interval and suppose that has the intermediate value property, i.e., if and is a number between and then there is such that . Prove that is continuous.
Let be a continuous function on and suppose that has a bounded variation on . Prove that has bounded variation on .
Prove that is absolutely continuous on but not Lipschitz.
Let be absolutely continuous and let . Prove that is absolutely continuous on .
Let be absolutely continuous. Prove that is absolutely continuous on .
Let be absolutely continuous and suppose that for all . Prove that is absolutely continuous on .
Let be a strictly increasing absolutely continuous function on and let be an absolutely continuous function on . Prove that is absolutely continuous on .
Prove that is absolutely continuous on if and only if for every there exists such that, for every collection of nonoverlapping closed intervals in ,
Let be a decreasing sequence of open subsets of such that , and let . Prove that:
;
is Lipschitz on if and only if there is such that for all .
Let be a sequence of absolutely continuous functions on that converge to a function uniformly on . Prove or disprove: is absolutely continuous.
Let be a Lipschitz function on with constant and let . Prove that . Conclude that if is a Lipschitz function on then it has the Luzin N property. Is the converse true?
Definition 9.4.20: A real-valued function defined on has the Luzin N property, if it maps every set of measure zero to a set of measure 0.
Prove that every Lipschitz function maps measurable sets to measurable sets.
Give an example of a function without the Luzin N property.
Definition 9.4.20: A real-valued function defined on has the Luzin N property, if it maps every set of measure zero to a set of measure 0.
(Banach-Zarecki) Prove that a function on the interval is absolutely continuous if and only if it is continuous, is of bounded variation, and has the Luzin N property.
Definition 9.4.20: A real-valued function defined on has the Luzin N property, if it maps every set of measure zero to a set of measure 0.
Prove that an absolutely continuous function maps a measurable set to a measurable set.
Prove that if the word nonoverlapping is deleted in Definition 9.4.1 the function must be Lipschitz. More precisely, let be a function with the property that for every there exists such that, for every collection of closed intervals in ,
Then is Lipschitz on .
Definition 9.4.1: A real-valued function on is absolutely continuous on if for every there exists such that, for every collection of closed nonoverlapping intervals in , . Here nonoverlapping means with disjoint interiors.
Let be an increasing continuous function that is absolutely continuous on for each . Prove that is absolutely continuous on .
Let and
Prove that and are absolutely continuous on but is not even of bounded variation on .
Suppose that is a function on , and let be the total variation function for . Prove that is absolutely continuous on if and only if is. Conclude that every absolutely continuous function is the difference of increasing absolutely continuous functions.
Prove that a function is Lipschitz on if and only if it is absolutely continuous function on with essentially bounded. (A function is essentially bounded if it is equal a.e. to a bounded function.)
Give an example of a function of bounded variation that is not absolutely continuous.
Let be a function of bounded variation on . Prove that if and only if is absolutely continuous on .
Let be a strictly increasing, absolutely continuous function. Prove that for any measurable set
Let , be integrable and let be a strictly increasing, absolutely continuous function for which . Prove that
Prove Corollary 9.4.14.
Corollary 9.4.14: Let be a function that is differentiable a.e. with an integrable derivative. If for all , then is absolutely continuous on .
Prove Corollary 9.4.16.
Corollary 9.4.16: A function is absolutely continuous on if and only if it is an indefinite integral over . (A function is the indefinite (Lebesgue) integral of an integrable function over if for all .)
If is continuous and real-valued, integrable on , and , must be absolutely continuous? What if is monotone increasing?
Let be a function that is absolutely continuous on each finite interval, and suppose that both and are integrable over . Prove that:
;
when .
Let and suppose that
-
converges for every ;
-
is finite.
Prove that .
The purpose of this exercise is to establish the following result: If is differentiable for all and is integrable over then (9.30) holds.
Formula (9.30), from Theorem 9.4.15: , for .
Let
Prove that is an increasing function, for each .
Use the result in (a) to prove that
Replace and in (a) by
and show that is a decreasing sequence.
Use (c) to obtain
Let be differentiable on with derivative integrable over . Prove that
Let be a function on for which is integrable over . Prove or disprove: .
Let and be absolutely continuous functions on . Show that
Let be integrable over . Prove that for a.e.
Let be integrable over and suppose that is continuous at . Prove that the indefinite integral of is differentiable at .
Let be a measurable subset of and suppose that there is such that , whenever . Prove that
Let be absolutely continuous and singular on . Show that is constant.
When Lebesgue defined a singular function it was the following way: is the singular function associated with a function of bounded variation , if the difference is absolutely continuous and among all the functions such that is absolutely continuous, has the smallest total variation, and . Prove that the decomposition is the same as the one provided by Theorem 9.4.19.
Theorem 9.4.19: A continuous function of bounded variation on can be represented in a unique way as where is absolutely continuous on satisfying , and is either a singular function or the zero function. (Definition 9.4.17: a function is singular if it is continuous and of bounded variation on , its derivative vanishes almost everywhere, and it is non-constant on .)
Let be a measurable subset of such that for every interval (see Exercise 5.3.47), and let , . Prove that:
is absolutely continuous and strictly increasing on , but on a set of positive measure.
is absolutely continuous on , but it is not monotone on any subinterval of .
Show that the condition imposed on the set in Exercise 9.4.37 (a) is not necessary, i.e., that there is a set that does not satisfy it, yet is an absolutely continuous, strictly increasing function on such that on a set of positive measures.
(Vitali) Let be an increasing function on a closed and bounded interval . Prove that is singular if and only if for any there is a finite disjoint collection of open intervals in ( ) for which
Give an example of a function that is differentiable on but its derivative is not integrable over .
Let be an increasing function such that and . Prove that is absolutely continuous on every closed finite interval if and only if .
Let be a measure space and be a signed measure on . Prove that the following are equivalent:
-
is absolutely continuous with respect to .
-
Both and are absolutely continuous with respect to .
-
is absolutely continuous with respect to .
Let be a measure space, let be measures on ( ), and let be nonnegative real numbers. Prove that
Show that the assertion remains true when are not necessarily nonnegative if we add the assumption that the series converges.
Let ( ) be a measure space, let be measured on ( ), and let be nonnegative real numbers. Prove that
Show that the assertion remains true when are not necessarily nonnegative if we add the assumption that the series converges.
Let be a measure space and be a signed measure on . Suppose that is absolutely continuous with respect to and that and are mutually singular. Prove that is the zero measure, i.e., for all .
Let ( ) be a measure space and two integrable functions on . For , let , and define signed measures by
Prove that if and are equivalent then .
Assuming that are nonnegative prove that implies the equivalence of and .
Give an example to show that (b) is false without the nonnegativity assumption.
Let be an absolutely continuous function on and suppose that is a measure on Borel subsets of the interval such that , for . Prove that for any .
Let be a -finite measure space. Prove that there exists a finite measure on that is equivalent to .
Let be a measurable space and finite measures on . Prove that the following are equivalent:
-
;
-
;
-
.
Let be an ordering of rational numbers, let be nonnegative, Borel-measurable functions such that outside of the interval and , and let for all . Prove that:
is finite a.e.
is a -finite measure on .
for every nonempty, open set .
.
Give an example to show that Proposition 9.5.3 fails if is a -finite measure.
Proposition 9.5.3: Let be a measure space and a finite measure on . Then is absolutely continuous with respect to if and only if for every there is such that for every , implies .
Give an example of -algebras and on a set and 2 measures and such that on ( ) but not on ( ).
Let be a nonzero finite Borel measure on and for every , let be a measure defined by . Suppose that each measure is equivalent to . Prove that is equivalent to the Lebesgue measure on .
Prove or disprove: there exists a measure on Lebesgue -algebra of subsets of that is absolutely continuous with respect to Lebesgue measure and for any with a nonempty interior.
Let ( ) be a finite measure space, let a collection of measurable sets, and a collection of real numbers. For define
Prove that is a measure on ;
prove that is absolutely continuous with respect to ;
find the Radon-Nikodym derivative .
Let , and be -finite measures on the measurable space ( ).
If and is a measurable function on , prove that
If and prove that
If , prove that
If and , prove that
Let be measured on a measurable space ( ) and let be measured on a measurable space ( ). Suppose that all 4 measures are -finite and that .
Prove that .
Find .
Let be a measurable space and -finite measures on such that , let , and let . Prove that a.e. and .
Let be a measure space, a subalgebra of a restriction of to , and a -integrable function on . Prove that:
there exists a -integrable function function on such that for all ;
is unique, meaning that if satisfies (a) then a.e. .
Let be Lebesgue measure on the real line and for each Lebesgue measurable subset of define
Show that is absolutely continuous with respect to , and compute the Radon-Nikodym derivative .
Let denote the Lebesgue measure on and
for any Lebesgue measurable set . Prove or disprove:
;
;
.
Find the Radon-Nikodym derivative in the cases when it exists.
Let ( ) be a measurable space and measures on such that is -finite and , let , and suppose that there is a constant such that for every set of finite measure. Prove that for -a.e. .
Let be a finite signed measure on a measurable space ( ). Prove that there exists a measurable function on such that for a.e. , and
Let be a measurable space and let be two -finite measures on such that and there is a set which is a -atom (meaning that for any measurable subset we have either or 0 ). Determine the values of the Radon-Nikodym derivative on .
Let be an uncountable set, and let consist of those sets such that either or is countable. Define two measures on by if is countable, and if is countable.
Find a measurable function such that , for any .
Prove that there does not exist a measurable function such that , for any .
Let be a measure space and let be finite signed measures on . Prove that if and only if .
Let be a measurable space, let , and let be a signed measure on . Prove that
Let and be two -finite positive measures on a measurable space . Prove that there exists such that , and are equivalent on ( ) and on ( ).
Prove Radon-Nikodym theorem in the case when is a signed measure.
Let ( ) be a measure space and measurable functions such that the associated measures and are equal on . Prove or disprove: a.e. .
Give an example that the Radon-Nikodym theorem fails when is not -finite.
Prove or disprove: The Lebesgue Decomposition Theorem remains true if measures and are not assumed to be -finite.
Show that the Lebesgue decomposition of a function of bounded variation is unique if the singular function is required to vanish at .
Let ( ) be a measure space and a nonnegative function that is integrable over with respect to . Find the Lebesgue decomposition with respect to of the measure defined by , for .
Let be a measurable space and two -finite measures on . Prove that if and only if there is no nonzero -finite measure on such that .
Let be a fixed sequence of real numbers and let be a sequence of positive real numbers. Define a set function by
Show that is a -finite measure on .
Find the Lebesgue decomposition of with respect to the Lebesgue measure .
Let , and define a set function by
Show that is a -finite signed measure on ;
Find the Hahn decomposition of with respect to ;
Find the Jordan decomposition of ;
Find the Lebesgue decomposition of with respect to the Lebesgue measure on .
Let ( ) and ( ) be measurable spaces, let be measures on , let be measures on , and suppose that and are -finite. Determine the Lebesgue decomposition of with respect to , in terms of the Lebesgue decompositions of with respect to and with respect to .
Prove or disprove: the Lebesgue Decomposition Theorem holds when is a signed measure.