Numy v0.1.5 Numy.Set protocol View Source

Set operations.

Assuming vector-like container with floats.

Examples

iex(6)> a = Numy.Lapack.Vector.new(1..5)
#Vector<size=5, [1.0, 2.0, 3.0, 4.0, 5.0]>
iex(7)> b = Numy.Lapack.Vector.new(5..10)
#Vector<size=6, [5.0, 6.0, 7.0, 8.0, 9.0, 10.0]>
iex(8)> Numy.Set.union(a,b)
#Vector<size=10, [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0]>
iex(9)> Numy.Set.intersection(a,b)
#Vector<size=1, [5.0]>
iex(10)> Numy.Set.diff(a,b)
#Vector<size=4, [1.0, 2.0, 3.0, 4.0]>
iex(11)> Numy.Set.symm_diff(a,b)
#Vector<size=9, [1.0, 2.0, 3.0, 4.0, 6.0, 7.0, 8.0, 9.0, 10.0]>

Link to this section Summary

Functions

The difference of two sets is formed by the elements that are present in the first set, but not in the second one.

The intersection of two sets is formed only by the elements that are present in both sets.

The Jaccard index (also known as similarity coefficient) measures similarity between finite sample sets, and is defined as the size of the intersection divided by the size of the union of the sample sets.

The symmetric difference of two sets is formed by the elements that are present in one of the sets, but not in the other.

The union of two sets is formed by the elements that are present in either one of the sets, or in both.

Link to this section Types

Link to this section Functions

The difference of two sets is formed by the elements that are present in the first set, but not in the second one.

The intersection of two sets is formed only by the elements that are present in both sets.

C = A ∩ B = {x : x ∈ A and x ∈ B}

The Jaccard index (also known as similarity coefficient) measures similarity between finite sample sets, and is defined as the size of the intersection divided by the size of the union of the sample sets.

Examples

iex(1)> a = Numy.Lapack.Vector.new(1..6)
#Vector<size=6, [1.0, 2.0, 3.0, 4.0, 5.0, 6.0]>
iex(2)> b = Numy.Lapack.Vector.new(5..10)
#Vector<size=6, [5.0, 6.0, 7.0, 8.0, 9.0, 10.0]>
iex(3)> Numy.Set.jaccard_index(a,b)
0.2

The symmetric difference of two sets is formed by the elements that are present in one of the sets, but not in the other.

The union of two sets is formed by the elements that are present in either one of the sets, or in both.

C = A ∪ B = {x : x ∈ A or x ∈ B}