The set operations 'union' and 'intersection' should ring a bell for those who've worked with relational databases and Venn Diagrams. The 'union' of two of sets A and B represents a set that comprises all members of A and B (or both).
One of the most natural ways to visualize set unions and intersections is using Venn diagrams.
The Venn diagram on the left visualizes a set union while the Venn diagram on the right visually represents a set intersection operation.
Set Unions
The union of two sets A and B is denoted as:
The union axiom states for two sets A and B, there is a set whose members consist entirely of those belonging to sets A or B, or both. More formally, the union axiom is stated as:
For example, for two sets A and B:
The union of the two sets is:
We can define a simple function in R that implements the set union operation. There is a function in base R union()
that performs the same operation that is recommended for practical uses.
set.union <- function(a, b) {
u <- a
for (i in 1:length(b)) {
if (!(b[i] %in% u)) {
u <- append(u, b[i])
}
}
return(u)
}
Using our function to perform a union operation of the two sets as above.
a <- c(3, 5, 7, 11)
b <- c(3, 5, 13, 17)
set.union(a, b)
## [1] 3 5 7 11 13 17
Set Intersections
The intersection of two sets A and B is the set that comprises the elements that are both members of the two sets. Set intersection is denoted as:
Interestingly, there is no axiom of intersection unlike for set union operations. The concept of set intersection arises from a different axiom, the axiom schema of specification, which asserts the existence of a subset of a set given a certain condition. Defining this condition (also known as a sentence) as σ(x), the axiom of specification (subset) is stated as:
Put another way; the axiom states that for a set A and a condition (sentence) σ of a subset of A, the subset does indeed exist. This axiom leads us to the definition of set intersections without needing to state any additional axioms. Using the subset axiom as a basis, we can define the existence of the set intersection operation. Given two sets a and b:
Stated plainly, given sets a and b, there exists a set B that contains the members existing in both sets.
For example, using the previous sets defined earlier:
The intersection of the two sets is:
We can also define a straightforward function to implement the set intersection operation. Base R also features a function intersect()
that performs the set intersection operation.
set.intersection <- function(a, b) {
intersect <- vector()
for (i in 1:length(a)) {
if (a[i] %in% b) {
intersect <- append(intersect, a[i])
}
}
return(intersect)
}
Then using the function to perform set intersection on the two sets to confirm our above results.
a <- c(3, 5, 7, 11, 13, 20, 30)
b <- c(3, 5, 13, 17, 7, 10)
set.intersection(a, b)
## [1] 3 5 7 13
Subsets
The concept of a subset of a set was introduced when we developed the set intersection operation. A set, A, is said to be a subset of B, written as A ⊂ B if all the elements of A are also elements of B. Therefore, all sets are subsets of themselves and the empty set ⌀ is a subset of every set.
We can write a simple function to test whether a set a is a subset of b.
issubset <- function(a, b) {
for (i in 1:length(a)) {
if (!(a[i] %in% b)) {
return(FALSE)
}
}
return(TRUE)
}
The union of two sets a and b has by definition subsets equal to a and b, making a good test case for our function.
a <- c(3, 5, 7, 11)
b <- c(3, 5, 13, 17)
c <- set.union(a, b)
c
## [1] 3 5 7 11 13 17
print(issubset(a, c))
## [1] TRUE
print(issubset(b, c))
## [1] TRUE
print(issubset(c(3, 5, 7, 4), a))
## [1] FALSE
Summary
This post introduced the common set operations unions and intersections and the axioms asserting those operations, as well as the definition of a subset of a set which arises naturally from the results of unions and intersections.
References
Axiom schema of specification. (2017, May 27). In Wikipedia, The Free Encyclopedia. From https://en.wikipedia.org/w/index.php?title=Axiom_schema_of_specification&oldid=782595557
Axiom of union. (2017, May 27). In Wikipedia, The Free Encyclopedia. From https://en.wikipedia.org/w/index.php?title=Axiom_of_union&oldid=782595523
Enderton, H. (1977). Elements of set theory (1st ed.). New York: Academic Press.