Find the Jaccard similarity for the sets A(1,2,3) and B(1,2,3) *00.10.91
Question
Find the Jaccard similarity for the sets A(1,2,3) and B(1,2,3) *00.10.91
Solution
The Jaccard similarity coefficient, also known as the Jaccard index or Jaccard measure, is a statistic used in understanding the similarities between sample sets. The measurement emphasizes similarity between finite sample sets, and is formally defined as the size of the intersection divided by the size of the union of the sample sets.
Given two sets A and B, the Jaccard similarity is calculated as:
J(A,B) = |A ∩ B| / |A ∪ B|
Where:
- |A ∩ B| is the number of elements in both A and B
- |A ∪ B| is the total number of elements in A or B (or both)
For the sets A(1,2,3) and B(1,2,3), let's calculate the Jaccard similarity:
-
Calculate |A ∩ B|: The intersection of A and B includes all elements that are in both A and B. Since A and B are identical, the intersection includes all elements. So, |A ∩ B| = 3.
-
Calculate |A ∪ B|: The union of A and B includes all elements that are in A or B or in both. Since A and B are identical, the union is the same as either A or B. So, |A ∪ B| = 3.
-
Substitute these values into the Jaccard similarity formula: J(A,B) = |A ∩ B| / |A ∪ B| = 3 / 3 = 1.
So, the Jaccard similarity for the sets A(1,2,3) and B(1,2,3) is 1. This indicates that the sets are identical.
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