From: Francois Fleuret <francois@fleuret.org>
Date: Wed, 27 Mar 2013 13:45:14 +0000 (+0100)
Subject: Cosmetics.
X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=commitdiff_plain;h=48d5f7c64682b2753c26360ffbc8dd1490591c1f;p=clueless-kmeans.git

Cosmetics.
---

diff --git a/clusterer.h b/clusterer.h
index 065dd3f..d1ff8be 100644
--- a/clusterer.h
+++ b/clusterer.h
@@ -43,21 +43,20 @@ public:
 
   void initialize_clusters(int nb_points, scalar_t **points);
 
-  // Does the standard hard k-mean association
+  // Standard hard k-mean association
 
   scalar_t baseline_cluster_association(int nb_points, scalar_t **points,
                                         int nb_classes, int *labels,
                                         scalar_t **gamma);
 
-  // Does the same with an LP formulation, as a sanity check
+  // Standard k-mean association implemented as an LP optimization
 
   scalar_t baseline_lp_cluster_association(int nb_points, scalar_t **points,
                                            int nb_classes, int *labels,
                                            scalar_t **gamma);
 
-  // Does the association under constraints that each cluster gets
-  // associated clusters with the same class proportion as the overall
-  // training set
+  // Association under the constraint that each cluster gets the same
+  // class proportions as the overall training set
 
   scalar_t uninformative_lp_cluster_association(int nb_points, scalar_t **points,
                                                 int nb_classes, int *labels,