Signed-off-by: Marcel Ribeiro-Dantas <mribeirodantas@seqera.io>
4.9 KiB
category | name | contributors | |||
---|---|---|---|---|---|
Algorithms & Data Structures | Set theory |
|
Set theory is a branch of mathematics that studies sets, their operations, and their properties.
- A set is a collection of disjoint items.
Basic symbols
Operators
- the union operator,
∪
, pronounced "cup", means "or"; - the intersection operator,
∩
, pronounced "cap", means "and"; - the exclusion operator,
\
, means "without"; - the complement operator,
'
, means "the inverse of"; - the cross operator,
×
, means "the Cartesian product of".
Qualifiers
- the colon,
:
, or the vertical bar|
qualifiers are interchangeable and mean "such that"; - the membership qualifier,
∈
, means "belongs to"; - the subset qualifier,
⊆
, means "is a subset of"; - the proper subset qualifier,
⊂
, means "is a subset of but is not equal to".
Canonical sets
∅
, the empty set, i.e. the set containing no items;ℕ
, the set of all natural numbers;ℤ
, the set of all integers;ℚ
, the set of all rational numbers;ℝ
, the set of all real numbers.
There are a few caveats to mention regarding the canonical sets:
- Even though the empty set contains no items, the empty set is a subset of itself (and indeed every other set);
- Mathematicians generally do not universally agree on whether zero is a natural number, and textbooks will typically explicitly state whether or not the author considers zero to be a natural number.
Cardinality
The cardinality, or size, of a set is determined by the number of items in the set. The cardinality operator is given by a double pipe, |...|
.
For example, if S = { 1, 2, 4 }
, then |S| = 3
.
The Empty Set
- The empty set can be constructed in set builder notation using impossible conditions, e.g.
∅ = { x : x ≠ x }
, or∅ = { x : x ∈ N, x < 0 }
; - the empty set is always unique (i.e. there is one and only one empty set);
- the empty set is a subset of all sets;
- the cardinality of the empty set is 0, i.e.
|∅| = 0
.
Representing sets
Literal Sets
A set can be constructed literally by supplying a complete list of objects contained in the set. For example, S = { a, b, c, d }
.
Long lists may be shortened with ellipses as long as the context is clear. For example, E = { 2, 4, 6, 8, ... }
is clearly the set of all even numbers, containing an infinite number of objects, even though we've only explicitly written four of them.
Set Builder
Set builder notation is a more descriptive way of constructing a set. It relies on a subject and a predicate such that S = { subject : predicate }
. For example,
A = { x : x is a vowel } = { a, e, i, o, u }
B = { x : x ∈ N, x < 10 } = { 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 }
C = { x : x = 2k, k ∈ N } = { 0, 2, 4, 6, 8, ... }
Sometimes the predicate may "leak" into the subject, e.g.
D = { 2x : x ∈ N } = { 0, 2, 4, 6, 8, ... }
Relations
Membership
- If the value
a
is contained in the setA
, then we saya
belongs toA
and represent this symbolically asa ∈ A
. - If the value
a
is not contained in the setA
, then we saya
does not belong toA
and represent this symbolically asa ∉ A
.
Equality
- If two sets contain the same items then we say the sets are equal, e.g.
A = B
. - Order does not matter when determining set equality, e.g.
{ 1, 2, 3, 4 } = { 2, 3, 1, 4 }
. - Sets are disjoint, meaning elements cannot be repeated, e.g.
{ 1, 2, 2, 3, 4, 3, 4, 2 } = { 1, 2, 3, 4 }
. - Two sets
A
andB
are equal if and only ifA ⊆ B
andB ⊆ A
.
Special Sets
The Power Set
- Let
A
be any set. The set that contains all possible subsets ofA
is called a "power set" and is written asP(A)
. If the setA
containsn
elements, thenP(A)
contains2^n
elements.
P(A) = { x : x ⊆ A }
Set operations among two sets
Union
Given two sets A
and B
, the union of the two sets are the items that appear in either A
or B
, written as A ∪ B
.
A ∪ B = { x : x ∈ A ∪ x ∈ B }
Intersection
Given two sets A
and B
, the intersection of the two sets are the items that appear in both A
and B
, written as A ∩ B
.
A ∩ B = { x : x ∈ A, x ∈ B }
Difference
Given two sets A
and B
, the set difference of A
with B
is every item in A
that does not belong to B
.
A \ B = { x : x ∈ A, x ∉ B }
Symmetrical difference
Given two sets A
and B
, the symmetrical difference is all items among A
and B
that doesn't appear in their intersections.
A △ B = { x : ((x ∈ A) ∩ (x ∉ B)) ∪ ((x ∈ B) ∩ (x ∉ A)) }
A △ B = (A \ B) ∪ (B \ A)
Cartesian product
Given two sets A
and B
, the cartesian product between A
and B
consists of a set containing all combinations of items of A
and B
.
A × B = { (x, y) | x ∈ A, y ∈ B }