Girish Mahajan (Editor)

Contour set

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In mathematics, contour sets generalize and formalize the everyday notions of

Contents

  • everything superior to something
  • everything superior or equivalent to something
  • everything inferior to something
  • everything inferior or equivalent to something.
  • Formal definitions

    Given a relation on pairs of elements of set X

        X 2

    and an element x of X

    x X

    The upper contour set of x is the set of all y that are related to x :

    { y     y x }

    The lower contour set of x is the set of all y such that x is related to them:

    { y     x y }

    The strict upper contour set of x is the set of all y that are related to x without x being in this way related to any of them:

    { y     ( y x ) ¬ ( x y ) }

    The strict lower contour set of x is the set of all y such that x is related to them without any of them being in this way related to x :

    { y     ( x y ) ¬ ( y x ) }

    The formal expressions of the last two may be simplified if we have defined

      =   { ( a , b )     ( a b ) ¬ ( b a ) }

    so that a is related to b but b is not related to a , in which case the strict upper contour set of x is

    { y     y x }

    and the strict lower contour set of x is

    { y     x y }

    Contour sets of a function

    In the case of a function f ( ) considered in terms of relation , reference to the contour sets of the function is implicitly to the contour sets of the implied relation

    ( a b )     [ f ( a ) f ( b ) ]

    Arithmetic

    Consider a real number x , and the relation . Then

  • the upper contour set of x would be the set of numbers that were greater than or equal to x ,
  • the strict upper contour set of x would be the set of numbers that were greater than x ,
  • the lower contour set of x would be the set of numbers that were less than or equal to x , and
  • the strict lower contour set of x would be the set of numbers that were less than x .
  • Consider, more generally, the relation

    ( a b )     [ f ( a ) f ( b ) ]

    Then

  • the upper contour set of x would be the set of all y such that f ( y ) f ( x ) ,
  • the strict upper contour set of x would be the set of all y such that f ( y ) > f ( x ) ,
  • the lower contour set of x would be the set of all y such that f ( x ) f ( y ) , and
  • the strict lower contour set of x would be the set of all y such that f ( x ) > f ( y ) .
  • It would be technically possible to define contour sets in terms of the relation

    ( a b )     [ f ( a ) f ( b ) ]

    though such definitions would tend to confound ready understanding.

    In the case of a real-valued function f ( ) (whose arguments might or might not be themselves real numbers), reference to the contour sets of the function is implicitly to the contour sets of the relation

    ( a b )     [ f ( a ) f ( b ) ]

    Note that the arguments to f ( ) might be vectors, and that the notation used might instead be

    [ ( a 1 , a 2 , ) ( b 1 , b 2 , ) ]     [ f ( a 1 , a 2 , ) f ( b 1 , b 2 , ) ]

    Economic

    In economics, the set X could be interpreted as a set of goods and services or of possible outcomes, the relation as strict preference, and the relationship as weak preference. Then

  • the upper contour set, or better set, of x would be the set of all goods, services, or outcomes that were at least as desired as x ,
  • the strict upper contour set of x would be the set of all goods, services, or outcomes that were more desired than x ,
  • the lower contour set, or worse set, of x would be the set of all goods, services, or outcomes that were no more desired than x , and
  • the strict lower contour set of x would be the set of all goods, services, or outcomes that were less desired than x .
  • Such preferences might be captured by a utility function u ( ) , in which case

  • the upper contour set of x would be the set of all y such that u ( y ) u ( x ) ,
  • the strict upper contour set of x would be the set of all y such that u ( y ) > u ( x ) ,
  • the lower contour set of x would be the set of all y such that u ( x ) u ( y ) , and
  • the strict lower contour set of x would be the set of all y such that u ( x ) > u ( y ) .
  • Complementarity

    On the assumption that is a total ordering of X , the complement of the upper contour set is the strict lower contour set.

    X 2 { y     y x } = { y     x y } X 2 { y     x y } = { y     y x }

    and the complement of the strict upper contour set is the lower contour set.

    X 2 { y     y x } = { y     x y } X 2 { y     x y } = { y     y x }

    References

    Contour set Wikipedia