From 4bfda6ae023cbd6d691aa3a44bdd0b2f31dd1d84 Mon Sep 17 00:00:00 2001 From: mribary <m.ribary@surrey.ac.uk> Date: Thu, 7 May 2020 20:36:40 +0100 Subject: [PATCH] K-means silhouette update --- NLP_documetation.md | 4 ++-- dump/silhouette_scores_norm_top50.txt | Bin 1706 -> 1490 bytes images/norm_top50_silhouette_2to75.png | Bin 62225 -> 65170 bytes script/K-means_norm_top50_001.py | 4 ++-- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/NLP_documetation.md b/NLP_documetation.md index 59099b2..6677574 100644 --- a/NLP_documetation.md +++ b/NLP_documetation.md @@ -96,9 +96,9 @@ _*Rerun and rewrite* Clusters produced at cuts specified in the previous step ar `K-means_silhouette_norm_top50.py > silhouette_scores_norm_top50.txt, norm_top50_silhouette_2to75.png` -The script loads the normalized dataframe (340 theamtic sections, top 50 lemmas only) and the Tfidf matrices of sections and titles. In order to determine the number of clusters (K), the script gets the silhouette scores for clustering between a range of 2 and 75. The silhouette score measures the inner density of clusters against the outer distance between them, so that a score close 1 means perfect and 0 means totally unreliable clustering. The score 1 can only be achieved when the number of clusters (K) is equal to the number of samples being clustered. +The script loads the normalized dataframe (339 theamtic sections, top 50 lemmas only) and the Tfidf matrices of sections and titles. In order to determine the number of clusters (K), the script gets the silhouette scores for clustering between a range of 2 and 75. The silhouette score measures the inner density of clusters against the outer distance between them, so that a score close 1 means perfect and 0 means totally unreliable clustering. The score 1 can only be achieved when the number of clusters (K) is equal to the number of samples being clustered. -Silhouette scores take a long time to compute, beacuse the K-means algorithm approximates its result in multiple iterations which are here set to 300. As the algorithm starts from a random state and iterations are stopped at 300, running the algorithm multiple times procduces different results. After the fifth running, the silhouette score suggests that the optimal number of clusters is 54 at a score of 0.0666. The graph below shows how the silhouette score changes as we cluster datapoints in the range between 2 and 75. +Silhouette scores take a long time to compute, beacuse the K-means algorithm approximates its result in multiple iterations which are here set to 300. As the algorithm starts from a random state and iterations are stopped at 300, running the algorithm multiple times procduces different results. After the fifth running, the silhouette score suggests that the optimal number of clusters is 61 at a score of 0.0707. 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List for section_IDs -# X.shape +print(X.shape) # Generate silhouette scores for the range between 2 and 75 clusters NumberOfClusters=range(2,75) -- GitLab