Update apriori documentation (#245)

* Fix a wrong word * More precise description about support and confidence
ilhamsj · Feb 27, 2018 · 9c19555 · 9c19555
1 parent d188790
commit 9c19555
Showing 1 changed file with 3 additions and 3 deletions.
diff --git a/docs/machine-learning/association/apriori.md b/docs/machine-learning/association/apriori.md
@@ -4,8 +4,8 @@ Association rule learning based on [Apriori algorithm](https://en.wikipedia.org/
 
 ### Constructor Parameters
 
-* $support - [confidence](https://en.wikipedia.org/wiki/Association_rule_learning#Support), minimum relative amount of frequent item set in train sample
-* $confidence - [confidence](https://en.wikipedia.org/wiki/Association_rule_learning#Confidence), minimum relative amount of item set in frequent item sets
+* $support - minimum threshold of [support](https://en.wikipedia.org/wiki/Association_rule_learning#Support), i.e. the ratio of samples which contain both X and Y for a rule "if X then Y"
+* $confidence - minimum threshold of [confidence](https://en.wikipedia.org/wiki/Association_rule_learning#Confidence), i.e. the ratio of samples containing both X and Y to those containing X
 
 ```
 use Phpml\Association\Apriori;
@@ -44,7 +44,7 @@ $associator->predict([['alpha','epsilon'],['beta','theta']]);
 ### Associating
 
 Get generated association rules simply use `rules` method.
- 
+
 ```
 $associator->getRules();
 // return [['antecedent' => ['alpha', 'theta'], 'consequent' => ['beta'], 'support' => 1.0, 'confidence' => 1.0], ... ]