11.10
Suppose half of all the transactions in a clothes shop purchase jeans, and one-third of all transactions in the shop purchase T-shirts. Suppose also that half of the transactions that purchase jeans also purchase T-shirts. Write down all the (nontrivial) association rules you can deduce from the above information, giving support and confidence of each rule.
Here is what we know: * 50% of all transactions purchase jeans. * 33.33% of all transactions purchase T-shirts. * 50% of all transactions that purchase jeans also purchase T-shirts.
Possible association rule:
- jeans => T-shirts
- Support: 25% <= support <= 33.33%
- Confidence: 50%
- T-shirts => jeans
- Support: 25% <= support <= 33.33%
- Confidence: We cannot say anything here