@@ -59,14 +59,14 @@ The following constraints are available in Choco-Mining:
We can model different problems using these constraints. The above figure shows examples of mining tasks (in blue) with the constraints (in red) involved in their modelling:
- Frequent Itemset Mining: Given a threshold $s$, find all the itemsets $x$ such that $freq(x) \ge s$.
- Closed Itemset Mining: Given a threshold $s$, find all the itemsets $x$ such that $freq(x) \ge s$ and $\nexists y \supset x : freq(x) = freq(y)$.
- Skypattern Mining: Given a set of measures $M$, find all the itemsets $x$ such that there exists no other itemset $y$ that dominates $x$. We say that $y$ dominates $x$ iff $\forall m \in M : m(y) \ge m(x)$ and $\exists m \in M : m(y) \gt m(x)$.
- Maximal Frequent Itemset Mining: Given a threshold $s$, find all the itemsets $x$ such that $freq(x) \ge s$ and $\forall y \supset x : freq(y) \lt s$.
- Minimal Infrequent Itemset Mining: Given a threshold $s$, find all the itemsets $x$ such that $freq(x) \lt s$ and $\forall y \subset x : freq(y) \ge s$.
- Generator Mining: Find all the itemsets $x$ such that $\nexists y \subset x : freq(y) = freq(x)$.
- Association Rule Mining: Find all the association rules $x \Rightarrow y$ that respect the constraints specified by the user.
- Diverse Itemset Mining: Given a diversity threshold $j$ and a minimum frequency threshold $s$, find all the diverse itemsets that are closed w.r.t. the frequency and such that $freq(x) \ge s$.
- Frequent Itemset Mining: Given a threshold $s$, find all the itemsets $x$ such that $freq(x) \ge s$.
- Closed Itemset Mining: Given a threshold $s$, find all the itemsets $x$ such that $freq(x) \ge s$ and $\nexists y \supset x : freq(x) = freq(y)$.