From 70b329dfaf54a09f913d29b8e602999eb56be169 Mon Sep 17 00:00:00 2001
From: Vasil Zlatanov <v@skozl.com>
Date: Mon, 10 Dec 2018 17:18:30 +0000
Subject: Add comments on Mahal and add sections

---
 report2/paper.md | 8 ++++++++
 1 file changed, 8 insertions(+)

(limited to 'report2')

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
 
-- 
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