Set Theory Ordered Pairs and Cartesian Product with R
Want to share your content on R-bloggers? click here if you have a blog, or here if you don't.
Ordered and Unordered Pairs
A pair set is a set with two members, for example, \(\{2, 3\}\), which can also be thought of as an unordered pair, in that \(\{2, 3\} = \{3, 2\}\). However, we seek a more a strict and rich object that tells us more about two sets and how their elements are ordered. Call this object \(\langle2, 3\rangle\), which specifies that \(2\) is the first component and \(3\) is the second component. We also make the requirement that \(\langle2, 3\rangle \neq \langle3, 2\rangle\). We can also represent this object, generalized as \(\langle x, y\rangle\), as:
\( \large{\langle x, y\rangle = \langle u, v \rangle} \)
Therefore \(x = u\) and \(y = v\). This property is useful in the formal definition of an ordered pair, which is stated here but not explored in-depth. The currently accepted definition of an ordered pair was given by Kuratowski in 1921 (Enderton, 1977, pp. 36), though there exist several other definitions.
\( \large{\langle x, y \rangle = \big\{\{x\}, \{x, y\} \big\}} \)The pair \(\langle x, y \rangle\) can be represented as a point on a Cartesian coordinate plane.
Cartesian Product
The Cartesian product \(A \times B\) of two sets \(A\) and \(B\) is the collection of all ordered pairs \(\langle x, y \rangle\) with \(x \in A\) and \(y \in B\). Therefore, the Cartesian product of two sets is a set itself consisting of ordered pair members. A set of ordered pairs is defined as a ‘relation.’
For example, consider the sets \(A = \{1, 2, 3\}\) and \(B = \{2, 4, 6\}\). The Cartesian product \(A \times B\) is then:
\( A \times B = \big\{\{1,2\}, \{1,4\}, \{1,6\}, \{2,2\}, \{2,4\},\{2,6\},\{3,2\},\{3,4\},\{3,6\}\big\}\)Whereas the Cartesian product \(B \times A\) is:
\( B \times A = \big\{\{2,1\}, \{2,2\}, \{2,3\}, \{4,1\}, \{4,2\},\{4,3\},\{6,1\},\{6,2\},\{6,3\}\big\}\)The following function implements computing the Cartesian product of two sets \(A\) and \(B\).
cartesian <- function(a, b) { axb <- list() k <- 1 for (i in a) { for (j in b) { axb[[k]] <- c(i,j) k <- k + 1 } } return(axb) }
Let’s use the function to calculate the Cartesian product \(A \times B\) and \(B \times A\) to see if it aligns with our results above.
a <- c(1,2,3) b <- c(2,4,6) as.data.frame(cartesian(a, b)) ## c.1..2. c.1..4. c.1..6. c.2..2. c.2..4. c.2..6. c.3..2. c.3..4. c.3..6. ## 1 1 1 1 2 2 2 3 3 3 ## 2 2 4 6 2 4 6 2 4 6 as.data.frame(cartesian(b, a)) ## c.2..1. c.2..2. c.2..3. c.4..1. c.4..2. c.4..3. c.6..1. c.6..2. c.6..3. ## 1 2 2 2 4 4 4 6 6 6 ## 2 1 2 3 1 2 3 1 2 3
Both outputs agree to our previous results.
Some Cartesian Product Theorems
We can state some theorems related to the Cartesian product of two sets. The first theorem states:
If \(A\) is a set, then \(A \times \varnothing = \varnothing\) and \(\varnothing \times A = \varnothing\).
We can demonstrate this theorem with our cartesian()
function.
cartesian(a, c()) # c() represents the empty set. ## list() cartesian(c(), a) ## list()
The outputs are an empty list which is equivalent to the empty set \(\varnothing\) for our purposes of demonstration.
The next theorem involves three sets \(A, B, C\).
- \(A \times (B \cap C) = (A \times B) \cap (A \times C)\)
- \(A \times (B \cup C) = (A \times B) \cup (A \times C)\)
- \((A \cap B) \times C = (A \times C) \cap (B \times C)\)
- \((A \cup B) \times C = (A \times C) \cup (B \times C)\)
We can demonstrate each in turn with a combination of our cartesian()
from above, and the set.union()
and set.intersection()
functions from a previous post on set unions and intersections. The base R functions union()
and intersect()
can be used instead of the functions we defined previously.
a <- c(1,2,3) b <- c(2,4,6) c <- c(1,4,7)
The first identity \(A \times (B \cap C) = (A \times B) \cap (A \times C)\).
ident1.rhs <- cartesian(a, set.intersection(b, c)) # Right-hand Side ident1.lhs <- set.intersection(cartesian(a, b), cartesian(a, c)) # Left-hand Side isequalset(ident1.rhs, ident1.lhs) ## [1] TRUE as.data.frame(ident1.rhs) ## c.1..4. c.2..4. c.3..4. ## 1 1 2 3 ## 2 4 4 4 as.data.frame(ident1.lhs) ## c.1..4. c.2..4. c.3..4. ## 1 1 2 3 ## 2 4 4 4
The second identity \(A \times (B \cup C) = (A \times B) \cup (A \times C)\).
ident2.rhs <- cartesian(a, set.union(b, c)) ident2.lhs <- set.union(cartesian(a, b), cartesian(a, c)) isequalset(ident2.rhs, ident2.lhs) ## [1] TRUE as.data.frame(ident2.rhs) ## c.1..2. c.1..4. c.1..6. c.1..1. c.1..7. c.2..2. c.2..4. c.2..6. c.2..1. ## 1 1 1 1 1 1 2 2 2 2 ## 2 2 4 6 1 7 2 4 6 1 ## c.2..7. c.3..2. c.3..4. c.3..6. c.3..1. c.3..7. ## 1 2 3 3 3 3 3 ## 2 7 2 4 6 1 7 as.data.frame(ident2.lhs) ## c.1..2. c.1..4. c.1..6. c.2..2. c.2..4. c.2..6. c.3..2. c.3..4. c.3..6. ## 1 1 1 1 2 2 2 3 3 3 ## 2 2 4 6 2 4 6 2 4 6 ## c.1..1. c.1..7. c.2..1. c.2..7. c.3..1. c.3..7. ## 1 1 1 2 2 3 3 ## 2 1 7 1 7 1 7
The third identity \((A \cap B) \times C = (A \times C) \cap (B \times C)\).
ident3.rhs <- cartesian(set.intersection(a, b), c) ident3.lhs <- set.intersection(cartesian(a, c), cartesian(b, c)) isequalset(ident3.rhs, ident3.lhs) ## [1] TRUE as.data.frame(ident3.rhs) ## c.2..1. c.2..4. c.2..7. ## 1 2 2 2 ## 2 1 4 7 as.data.frame(ident3.lhs) ## c.2..1. c.2..4. c.2..7. ## 1 2 2 2 ## 2 1 4 7
We finish the post with the fourth identity \((A \cup B) \times C = (A \times C) \cup (B \times C)\).
ident4.rhs <- cartesian(set.union(a,b), c) ident4.lhs <- set.union(cartesian(a,c), cartesian(b,c)) isequalset(ident4.rhs, ident4.lhs) ## [1] TRUE as.data.frame(ident4.rhs) ## c.1..1. c.1..4. c.1..7. c.2..1. c.2..4. c.2..7. c.3..1. c.3..4. c.3..7. ## 1 1 1 1 2 2 2 3 3 3 ## 2 1 4 7 1 4 7 1 4 7 ## c.4..1. c.4..4. c.4..7. c.6..1. c.6..4. c.6..7. ## 1 4 4 4 6 6 6 ## 2 1 4 7 1 4 7 as.data.frame(ident4.lhs) ## c.1..1. c.1..4. c.1..7. c.2..1. c.2..4. c.2..7. c.3..1. c.3..4. c.3..7. ## 1 1 1 1 2 2 2 3 3 3 ## 2 1 4 7 1 4 7 1 4 7 ## c.4..1. c.4..4. c.4..7. c.6..1. c.6..4. c.6..7. ## 1 4 4 4 6 6 6 ## 2 1 4 7 1 4 7
References
Enderton, H. (1977). Elements of set theory (1st ed.). New York: Academic Press.
MacGillivray, G. Cartesian Products and Relations. Victoria, BC. Retrieved from http://www.math.uvic.ca/faculty/gmacgill/guide/RF.pdf
Stacho, Juraj (n.d.). Cartesian Product [PowerPoint slides]. Retrieved from http://www.cs.toronto.edu/~stacho/macm101.pdf
The post Set Theory Ordered Pairs and Cartesian Product with R appeared first on Aaron Schlegel.
R-bloggers.com offers daily e-mail updates about R news and tutorials about learning R and many other topics. Click here if you're looking to post or find an R/data-science job.
Want to share your content on R-bloggers? click here if you have a blog, or here if you don't.