INEQUALITY
The feasible regions of linear programming are defined by a set of inequalities.
In mathematics, an 'inequality' is a statement about the relative size or order of two objects. (See also: equality)
★ The notation means that ''a'' is 'less than' ''b'' and
★ The notation means that ''a'' is 'greater than' ''b''.
These relations are known as 'strict inequality'; in contrast
★ means that ''a'' is 'less than or equal to' ''b'';
★ means that ''a'' is 'greater than or equal to' ''b'';
★ means that ''a'' is 'not greater than' ''b'' and
★ means that ''a'' is 'not less than' ''b''.
An additional use of the notation is to show that one quantity is much greater than another, normally by several orders of magnitude.
★ The notation a >> b means that ''a'' is 'much greater than' ''b''.
★ The notation a << b means that ''a'' is 'much less than' ''b''.
If the sense of the inequality is the same for all values of the variables for which its members are defined, then the inequality is called an "absolute" or "unconditional" inequality. If the sense of an inequality holds only for certain values of the variables involved, but is reversed or destroyed for other values of the variables, it is called a conditional inequality. The sense of an inequality is not changed if both sides are increased or decreased by the same number, or if both sides are multiplied or divided by a positive number; the sense of an inequality is reversed if both members are multiplied or divided by a negative number.
Properties
Inequalities are governed by the following properties. Note that, for the transitivity, reversal, addition and subtraction, and multiplication and division properties, the property also holds if strict inequality signs (< and >) are replaced with their corresponding non-strict inequality sign (≤ and ≥).
Trichotomy
The trichotomy property states:
★ For any real numbers, ''a'' and ''b'', exactly one of the following is true:
★
★ ''a'' < ''b''
★
★ ''a'' = ''b''
★
★ ''a'' > ''b''
Transitivity
The transitivity of inequalities states:
★ For any real numbers, ''a'', ''b'', ''c'':
★
★ If ''a'' > ''b'' and ''b'' > ''c''; then ''a'' > ''c''
★
★ If ''a'' < ''b'' and ''b'' < ''c''; then ''a'' < ''c''
Reversal
The inequality relations are inverse relations:
★ For any real numbers, ''a'' and ''b'':
★
★ If ''a'' > ''b'' then ''b'' < ''a''
★
★ If ''a'' < ''b'' then ''b'' > ''a''
Addition and subtraction
The properties which deal with addition and subtraction state:
★ For any real numbers, ''a'', ''b'', ''c'':
★
★ If ''a'' > ''b'', then ''a'' + ''c'' > ''b'' + ''c'' and ''a'' − ''c'' > ''b'' − ''c''
★
★ If ''a'' < ''b'', then ''a'' + ''c'' < ''b'' + ''c'' and ''a'' − ''c'' < ''b'' − ''c''
i.e., the real numbers are an ordered group.
Multiplication and division
The properties which deal with multiplication and division state:
★ For any real numbers, ''a'', ''b'', ''c'':
★
★ If ''c'' is positive and ''a'' < ''b'', then ''ac'' < ''bc''
★
★ If ''c'' is negative and ''a'' < ''b'', then ''ac'' > ''bc''
More generally this applies for an ordered field, see below.
Additive inverse
The properties for the additive inverse state:
★ For any real numbers ''a'' and ''b''
★
★ If ''a'' < ''b'' then -''a'' > -''b''
★
★ If ''a'' > ''b'' then -''a'' < -''b''
Multiplicative inverse
The properties for the multiplicative inverse state:
★ For any real numbers ''a'' and ''b'' that are both positive or both negative
★
★ If ''a'' < ''b'' then 1/''a'' > 1/''b''
★
★ If ''a'' > ''b'' then 1/''a'' < 1/''b''
Applying a function to both sides
We consider two cases of functions: monotonic and strictly monotonic.
Any strictly monotonically increasing function may be applied to both sides of an inequality and it will still hold. Applying a strictly monotonically decreasing function to both sides of an inequality means the opposite inequality now holds. The rules for additive and multiplicative inverses are both examples of applying a monotonically decreasing function.
If you have a non-strict inequality (''a'' ≤ ''b'', ''a'' ≥ ''b'') then:
★ Applying a monotonically increasing function preserves the relation (≤ remains ≤, ≥ remains ≥)
★ Applying a monotonically decreasing function reverses the relation (≤ becomes ≥, ≥ becomes ≤)
It will never become strictly unequal, since, for example, 3 ≤ 3 does not imply that 3 < 3.
Ordered fields
If F,+,
★ be a field and ≤ be a total order on F, then F,+,
★ ,≤ is called an ordered field if and only if:
★ if ''a'' ≤ ''b'' then ''a'' + ''c'' ≤ ''b'' + ''c''
★ if 0 ≤ ''a'' and 0 ≤ ''b'' then 0 ≤ ''a b''
Note that both ,+,
★ ,≤ and ,+,
★ ,≤ are ordered fields.
≤ cannot be defined in order to make ,+,
★ ,≤ an ordered field.
The non-strict inequalities ≤ and ≥ on real numbers are total orders. The strict inequalities < and > on real numbers are .
Chained notation
The notation '''a'' < ''b'' < ''c''' stands for "''a'' < ''b'' and ''b'' < ''c''", from which, by the transitivity property above, it also follows that ''a'' < ''c''. Obviously, by the above laws, one can add/subtract the same number to all three terms, or multiply/divide all three terms by same nonzero number and reverse all inequalities according to sign. But care must be taken so that you really use the same number in all cases, eg. ''a'' < ''b'' + ''e'' < ''c'' is equivalent to ''a'' − ''e'' < ''b'' < ''c'' − ''e''.
This notation can be generalized to any number of terms: for instance, '''a''1 ≤ ''a''2 ≤ ... ≤ ''a''''n''' means that ''a''''i'' ≤ ''a''''i''+1 for ''i'' = 1, 2, ..., ''n'' − 1. By transitivity, this condition is equivalent to ''a''''i'' ≤ ''a''''j'' for any 1 ≤ ''i'' ≤ ''j'' ≤ ''n''.
Occasionally, chained notation is used with inequalities in different directions, in which case the meaning is the logical conjunction of the inequalities between adjacent terms. For instance, ''a'' < ''b'' > ''c'' ≤ ''d'' means that ''a'' < ''b'', ''b'' > ''c'', and ''c'' ≤ ''d''. In addition to rare use in mathematics, this notation exists in a few programming languages such as Python.
Representing Inequalities on the real number line
Every inequality (except those which involve imaginary numbers) can be represented on the real number line showing darkened regions on the line.
Power inequalities
Sometimes with notation "'power inequality'" understand inequalities which contain type expressions where and are real positive numbers or expressions of some variables. They can appear in exercises of mathematical olympiads and some calculations.
Examples
# If , then
# If , then
# If , then .
# For any real distinct numbers and ,
# If and
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