Fractionally-subadditive Valuation
   HOME

TheInfoList



OR:

A
set function In mathematics, especially measure theory, a set function is a function whose domain is a family of subsets of some given set and that (usually) takes its values in the extended real number line \R \cup \, which consists of the real numbers \R ...
is called fractionally subadditive, or XOS (not to be confused with OXS), if it is the maximum of several non-negative additive set functions. This valuation class was defined, and termed XOS, by Noam Nisan, in the context of combinatorial auctions. The term fractionally subadditive was given by Uriel Feige.


Definition

There is a finite base set of items, M := \. There is a function v which assigns a number to each subset of M. The function v is called ''fractionally subadditive'' (or XOS) if there exists a collection of set functions, \, such that: * Each a_j is additive, ''i.e.'', it assigns to each subset X\subseteq M, the sum of the values of the items in X. * The function v is the
pointwise maximum In mathematics, the lower envelope or pointwise minimum of a finite set of functions is the pointwise minimum of the functions, the function whose value at every point is the minimum of the values of the functions in the given set. The concept of ...
of the functions a_j. I.e, for every subset X\subseteq M: :v(X) = \max_^l a_j(X)


Equivalent Definition

The name fractionally subadditive comes from the following equivalent definition when restricted to non-negative additive functions: a set function v is ''fractionally subadditive'' if, for any S\subseteq M and any collection \_^k with \alpha_i > 0 and T_i\subseteq M such that \sum_ \alpha_i \ge 1 for all j\in S, we have v(S) \le \sum_^k \alpha_i v(T_i) .


Relation to other utility functions

Every
submodular set function In mathematics, a submodular set function (also known as a submodular function) is a set function that, informally, describes the relationship between a set of inputs and an output, where adding more of one input has a decreasing additional benefi ...
is XOS, and every XOS function is a subadditive set function. See also:
Utility functions on indivisible goods Some branches of economics and game theory deal with indivisible goods, discrete items that can be traded only as a whole. For example, in combinatorial auctions there is a finite set of items, and every agent can buy a subset of the items, but an i ...
.


References

{{reflist Utility function types