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Performed text preprocessing, clustering and analyzed the data from different books using K-means, EM, Hierarchical clustering algorithms and calculated Kappa, Consistency, Cohesion or Silhouette for the same.

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preetikumari18/Text-Clustering

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Cluestering_TFIDF_HC.py

Cluestering_TFIDF_HC.py

 
 

Clustering_BOW_EM.py

Clustering_BOW_EM.py

 
 

Clustering_BOW_HC.py

Clustering_BOW_HC.py

 
 

Clustering_BOW_Kmeans.py

Clustering_BOW_Kmeans.py

 
 

Clustering_TFIDF_EM.py

Clustering_TFIDF_EM.py

 
 

Clustering_TFIDF_Kmeans.py

Clustering_TFIDF_Kmeans.py

 
 

Kappa_BOW.py

Kappa_BOW.py

 
 

Kappa_TFIDF.py

Kappa_TFIDF.py

 
 

README.md

README.md

 
 

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Text-Clustering

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Performed text preprocessing, clustering and analyzed the data from different books using K-means, EM, Hierarchical clustering algorithms and calculated Kappa, Consistency, Cohesion or Silhouette for the same.

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python machine-learning-algorithms jupyter-notebook bag-of-words expectation-maximization-algorithm kmeans-clustering spyder anaconda-distribution hierarchical-clustering nltk-library tfidf-vectorizer

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