In
mathematics
Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, the Daniell integral is a type of integration that generalizes the concept of more elementary versions such as the
Riemann integral
In the branch of mathematics known as real analysis, the Riemann integral, created by Bernhard Riemann, was the first rigorous definition of the integral of a function on an interval. It was presented to the faculty at the University of Gö ...
to which students are typically first introduced. One of the main difficulties with the traditional formulation of the
Lebesgue integral
In mathematics, the integral of a non-negative Function (mathematics), function of a single variable can be regarded, in the simplest case, as the area between the Graph of a function, graph of that function and the axis. The Lebesgue integral, ...
is that it requires the initial development of a workable measure theory before any useful results for the integral can be obtained. However, an alternative approach is available, developed by that does not suffer from this deficiency, and has a few significant advantages over the traditional formulation, especially as the integral is generalized into higher-dimensional spaces and further generalizations such as the
Stieltjes integral
Thomas Joannes Stieltjes ( , ; 29 December 1856 – 31 December 1894) was a Dutch mathematician. He was a pioneer in the field of moment problems and contributed to the study of continued fractions. The Thomas Stieltjes Institute for Mathematics ...
. The basic idea involves the
axiomatization of the integral.
Axioms
We start by choosing a family
of bounded real functions (called ''elementary functions'') defined over some set
, that satisfies these two axioms:
*
is a linear space with the usual operations of addition and scalar multiplication.
* If a function
is in
, so is its
absolute value
In mathematics, the absolute value or modulus of a real number x, is the non-negative value without regard to its sign. Namely, , x, =x if x is a positive number, and , x, =-x if x is negative (in which case negating x makes -x positive), ...
.
In addition, every function ''h'' in ''H'' is assigned a real number
, which is called the ''elementary integral'' of ''h'', satisfying these three axioms:
; Linearity
: If ''h'' and ''k'' are both in ''H'', and
and
are any two real numbers, then
.
; Nonnegativity
: If
for all
, then
.
; Continuity
: If
is a nonincreasing sequence (i.e.
) of functions in
that converges to 0 for all
in
, then
.or (more commonly)If
is an increasing sequence (i.e.
) of functions in
that converges to h for all
in
, then
.
That is, we define a continuous non-negative
linear functional
In mathematics, a linear form (also known as a linear functional, a one-form, or a covector) is a linear mapIn some texts the roles are reversed and vectors are defined as linear maps from covectors to scalars from a vector space to its field of ...
over the space of elementary functions.
These elementary functions and their elementary integrals may be any set of functions and definitions of integrals over these functions which satisfy these axioms. The family of all
step functions evidently satisfies the above axioms for elementary functions. Defining the elementary integral of the family of step functions as the (signed) area underneath a step function evidently satisfies the given axioms for an elementary integral. Applying the construction of the Daniell integral described further below using step functions as elementary functions produces a definition of an integral equivalent to the Lebesgue integral. Using the family of all
continuous function
In mathematics, a continuous function is a function such that a small variation of the argument induces a small variation of the value of the function. This implies there are no abrupt changes in value, known as '' discontinuities''. More preci ...
s as the elementary functions and the traditional
Riemann integral
In the branch of mathematics known as real analysis, the Riemann integral, created by Bernhard Riemann, was the first rigorous definition of the integral of a function on an interval. It was presented to the faculty at the University of Gö ...
as the elementary integral is also possible, however, this will yield an integral that is also equivalent to Lebesgue's definition. Doing the same, but using the
Riemann–Stieltjes integral, along with an appropriate function of
bounded variation
In mathematical analysis, a function of bounded variation, also known as ' function, is a real number, real-valued function (mathematics), function whose total variation is bounded (finite): the graph of a function having this property is well beh ...
, gives a definition of integral equivalent to the
Lebesgue–Stieltjes integral.
Sets of
measure zero
In mathematical analysis, a null set is a Lebesgue measurable set of real numbers that has Lebesgue measure, measure zero. This can be characterized as a set that can be Cover (topology), covered by a countable union of Interval (mathematics), ...
may be defined in terms of elementary functions as follows. A set
which is a subset of
is a set of measure zero if for any
, there exists a nondecreasing sequence of nonnegative elementary functions
in ''H'' such that
and
on
.
A set is called a set of
full measure if its complement, relative to
, is a set of measure zero. We say that if some property holds at every point of a set of full measure (or equivalently everywhere except on a set of measure zero), it holds
almost everywhere
In measure theory (a branch of mathematical analysis), a property holds almost everywhere if, in a technical sense, the set for which the property holds takes up nearly all possibilities. The notion of "almost everywhere" is a companion notion to ...
.
Definition
Although the result is the same, different authors construct the integral differently. A common approach is to start with defining a larger class of functions, based on our chosen elementary functions, the class
, which is the family of all functions that are the limit of a nondecreasing sequence
of elementary functions, such that the set of integrals
is bounded. The integral of a function
in
is defined as:
:
It can be shown that this definition of the integral is well-defined, i.e. it does not depend on the choice of sequence
.
However, the class
is in general not closed under subtraction and scalar multiplication by negative numbers; one needs to further extend it by defining a wider class of functions
with these properties.
Daniell's (1918) method, described in the book by Royden, amounts to defining the upper integral of a general function
by
:
The lower integral is defined in a similar fashion or, in short, as
. Finally
consists of those functions whose upper and lower integrals are finite and coincide, and
:
An alternative route, based on a discovery by Frederic Riesz, is taken in the book by Shilov and Gurevich and in the article in Encyclopedia of Mathematics. Here
consists of those functions
that can be represented on a set of full measure (defined in the previous section) as the difference
, for some functions
and
in the class
. Then the integral of a function
can be defined as:
:
Again, it may be shown that this integral is well-defined, i.e. it does not depend on the decomposition of
into
and
. This turns out to be equivalent to the original Daniell integral.
Properties
Nearly all of the important theorems in the traditional theory of the Lebesgue integral, such as
Lebesgue's dominated convergence theorem, the
Riesz–Fischer theorem,
Fatou's lemma
In mathematics, Fatou's lemma establishes an inequality (mathematics), inequality relating the Lebesgue integral of the limit superior and limit inferior, limit inferior of a sequence of function (mathematics), functions to the limit inferior of ...
, and
Fubini's theorem may also readily be proved using this construction. Its properties are identical to the traditional Lebesgue integral.
Measurement
Because of the natural correspondence between sets and functions, it is also possible to use the Daniell integral to construct a
measure theory
In mathematics, the concept of a measure is a generalization and formalization of geometrical measures (length, area, volume) and other common notions, such as magnitude (mathematics), magnitude, mass, and probability of events. These seemingl ...
. If we take the
characteristic function In mathematics, the term "characteristic function" can refer to any of several distinct concepts:
* The indicator function of a subset, that is the function
\mathbf_A\colon X \to \,
which for a given subset ''A'' of ''X'', has value 1 at points ...
of some set, then its integral may be taken as the measure of the set. This definition of measure based on the Daniell integral can be shown to be equivalent to the traditional
Lebesgue measure
In measure theory, a branch of mathematics, the Lebesgue measure, named after French mathematician Henri Lebesgue, is the standard way of assigning a measure to subsets of higher dimensional Euclidean '-spaces. For lower dimensions or , it c ...
.
Advantages over the traditional formulation
This method of constructing the general integral has a few advantages over the traditional method of Lebesgue, particularly in the field of
functional analysis
Functional analysis is a branch of mathematical analysis, the core of which is formed by the study of vector spaces endowed with some kind of limit-related structure (for example, Inner product space#Definition, inner product, Norm (mathematics ...
. The Lebesgue and Daniell constructions are equivalent, as pointed out above, if ordinary finite-valued step functions are chosen as elementary functions. However, as one tries to extend the definition of the integral into more complex domains (e.g. attempting to define the integral of a
linear functional
In mathematics, a linear form (also known as a linear functional, a one-form, or a covector) is a linear mapIn some texts the roles are reversed and vectors are defined as linear maps from covectors to scalars from a vector space to its field of ...
), one runs into practical difficulties using Lebesgue's construction that are alleviated with the Daniell approach.
The Polish mathematician
Jan Mikusinski has made an alternative and more natural formulation of Daniell integration by using the notion of
absolutely convergent series. His formulation works for the
Bochner integral (the Lebesgue integral for mappings taking values in
Banach space
In mathematics, more specifically in functional analysis, a Banach space (, ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vectors and ...
s). Mikusinski's lemma allows one to define the integral without mentioning
null set
In mathematical analysis, a null set is a Lebesgue measurable set of real numbers that has measure zero. This can be characterized as a set that can be covered by a countable union of intervals of arbitrarily small total length.
The notio ...
s. He also proved the change of variables theorem for multiple Bochner integrals and Fubini's theorem for Bochner integrals using Daniell integration. The book by Asplund and Bungart carries a lucid treatment of this approach for real valued functions. It also offers a proof of the abstract
Radon–Nikodym theorem using the
Daniell–Mikusinski approach.
See also
*
Lebesgue integral
In mathematics, the integral of a non-negative Function (mathematics), function of a single variable can be regarded, in the simplest case, as the area between the Graph of a function, graph of that function and the axis. The Lebesgue integral, ...
*
Riemann integral
In the branch of mathematics known as real analysis, the Riemann integral, created by Bernhard Riemann, was the first rigorous definition of the integral of a function on an interval. It was presented to the faculty at the University of Gö ...
*
Lebesgue–Stieltjes integration
References
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{{integral
Definitions of mathematical integration