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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 ...
, a function f is superadditive if f(x+y) \geq f(x) + f(y) for all x and y in the domain of f. Similarly, a
sequence In mathematics, a sequence is an enumerated collection of objects in which repetitions are allowed and order matters. Like a set, it contains members (also called ''elements'', or ''terms''). The number of elements (possibly infinite) is cal ...
a_1, a_2, \ldots is called superadditive if it satisfies the inequality a_ \geq a_n + a_m for all m and n. The term "superadditive" is also applied to functions from a
boolean algebra In mathematics and mathematical logic, Boolean algebra is a branch of algebra. It differs from elementary algebra in two ways. First, the values of the variable (mathematics), variables are the truth values ''true'' and ''false'', usually denot ...
to the real numbers where P(X \lor Y) \geq P(X) + P(Y), such as lower probabilities.


Examples of superadditive functions

* The map f(x) = x^2 is a superadditive function for nonnegative
real number In mathematics, a real number is a number that can be used to measure a continuous one- dimensional quantity such as a duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
s because f(x + y) = (x + y)^2 = x^2 + y^2 + 2 x y = f(x) + f(y) + 2 x y \ge f(x) + f(y). * The
determinant In mathematics, the determinant is a Scalar (mathematics), scalar-valued function (mathematics), function of the entries of a square matrix. The determinant of a matrix is commonly denoted , , or . Its value characterizes some properties of the ...
is superadditive for nonnegative
Hermitian matrix In mathematics, a Hermitian matrix (or self-adjoint matrix) is a complex square matrix that is equal to its own conjugate transpose—that is, the element in the -th row and -th column is equal to the complex conjugate of the element in the ...
, that is, if A, B \in \text_n(\Complex) are nonnegative Hermitian then \det(A + B) \geq \det(A) + \det(B). This follows from the Minkowski determinant theorem, which more generally states that \det(\cdot)^ is superadditive (equivalently, concave) for nonnegative Hermitian matrices of size n: If A, B \in \text_n(\Complex) are nonnegative Hermitian then \det(A + B)^ \geq \det(A)^ + \det(B)^. * Horst Alzer proved that
Hadamard's gamma function In mathematics, Hadamard's gamma function, named after Jacques Hadamard, is an extension of the factorial function, different from the classical gamma function (it is an instance of a pseudogamma function). This function, with its argument shift ...
H(x) is superadditive for all real numbers x, y with x, y \geq 1.5031. *
Mutual information In probability theory and information theory, the mutual information (MI) of two random variables is a measure of the mutual Statistical dependence, dependence between the two variables. More specifically, it quantifies the "Information conten ...


Properties

If f is a superadditive function whose domain contains 0, then f(0) \leq 0. To see this, simply set x=0 and y=0 in the defining inequality. The negative of a superadditive function is subadditive.


Fekete's lemma

The major reason for the use of superadditive sequences is the following lemma due to
Michael Fekete Michael (Mihály) Fekete (; 19 July 1886 – 13 May 1957) was a Hungarian-Israelis, Israeli mathematician. Biography Michael Fekete was born in Zenta, Austria-Hungary (today Senta, Serbia). He received his PhD in 1909 from the University ...
. :Lemma: (Fekete) For every superadditive sequence a_1, a_2, \ldots, the limit \lim a_n/n is equal to the
supremum In mathematics, the infimum (abbreviated inf; : infima) of a subset S of a partially ordered set P is the greatest element in P that is less than or equal to each element of S, if such an element exists. If the infimum of S exists, it is unique, ...
\sup a_n/n. (The limit may be positive infinity, as is the case with the sequence a_n = \log n! for example.) The analogue of Fekete's lemma holds for subadditive functions as well. There are extensions of Fekete's lemma that do not require the definition of superadditivity above to hold for all m and n. There are also results that allow one to deduce the rate of convergence to the limit whose existence is stated in Fekete's lemma if some kind of both superadditivity and subadditivity is present. A good exposition of this topic may be found in Steele (1997).


See also

* * * *


References

Notes * {{PlanetMath attribution, id=4616, title=Superadditivity Mathematical analysis Sequences and series Types of functions