Add comments on Mahal and add sections

1 files changed, 8 insertions, 0 deletions

diff --git a/report2/paper.md b/report2/paper.md
index 2173cf1..0f5c9ae 100755
--- a/report2/paper.md
+++ b/report2/paper.md
@@ -49,6 +49,11 @@ To evaluate improvements brought by alternative distance learning metrics a base
 
 # Suggested Improvement
 
+## kMean Clustering
+
+
+## k-reciprocal Reranking
+
 \begin{figure}
 \begin{center}
 \includegraphics[width=24em]{fig/ranklist.png}
@@ -73,6 +78,9 @@ To evaluate improvements brought by alternative distance learning metrics a base
 \end{center}
 \end{figure}
 
+# Comment on Mahalnobis Distance as a metric
+
+We were not able to achieve significant improvements using mahalanobis for original distance ranking compared to square euclidiaen metrics. Results can be observed using the `-m|--mahalanobis` when running evalution with the repository complimenting this paper.
 
 # Conclusion