written 5.6 years ago by | modified 4.6 years ago by |
Item 1 is in basket J if and only if I divides J evenly. For example basket is 24 is the set of items {1,2,3,4,6,8,12,24}. Describe all the association rules that have 100% confidence.
written 5.6 years ago by | modified 4.6 years ago by |
Item 1 is in basket J if and only if I divides J evenly. For example basket is 24 is the set of items {1,2,3,4,6,8,12,24}. Describe all the association rules that have 100% confidence.
written 5.6 years ago by | • modified 5.6 years ago |
Items = { 1, 2 ….. 100}
Baskets = {B1, B2, …. B100}
For eg B24 = {1, 2, 3, 4, 6, 8, 12, 24}
Support (A) = occurrence of A in every basket.
Confidence (A-B) = $\frac{support (AUB)}{support A}$
In above example the rules can be constructed as:
1 – {1}
2 – {1,2}
3 – {1,3}
4 – {1,2,4}
5 – {1,5}
And so on.
If we observer item 1 is only occurring in every basket.
To have 100% confidence the item has to appear in every basket. Which is item 1 only.
So any rule fr eg. {3,5} – 1 has 100% confidence.