Association Rules Tree Viewer¶
A tree-like association rules viewer
- Association Rules
A list of rules
This widget is a tree-like association rules viewer.
The widget can be used to find all the rules that include a particular condition on the left-hand side. The below snapshot is made on the Titanic data set, using the filter as shown on the page on the Association Rules Filter.
Say that we are interested in rules regarding the survival of adults. By opening the branch “age=adult”, we discover four rules that contain this condition as the sole condition on the left-hand side, while the right-hand sides contain different combinations of sex, status and survival.
Besides that, there are rules with (at least) two conditions on the left-hand side, “age=adult” and “sex=male”; to explore these rules, we would need to open the corresponding branch.
Each leaf of the tree corresponds to one particular ordering of the left-hand side conditions in a particular rule. Turned around, this means that each rule appears in many places in the tree. As the completely open tree below shows, the rule “age=adult & sex=male -> status=crew” appears in two places (the seventh and the eleventh row).
On the left-hand side of the widget, we can choose the measures we want to observe. Let L, R and B be the number of examples that fit the left, the right and both sides of the rule, respectively, and N the total number of examples in the data set. The measures are then defined as follows
- confidence = B / L
- confidence = B / L
- coverage = L / N
- strength = R / L
- lift = N * B / (L * R)
- leverage = N * B - L * R
Tree depth sets the depth to which the tree is expanded. If, it is set to, for instance, three, then the leaves corresponding to rules with five conditions will, besides the right-hand side, also contain the two conditions which are not shown in the branches.
With Display whole rules we can decide whether we want the entire rule (including the information that is already contained in the branches, that is, in the path from the root to the rule) reprinted again in the leaf.