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Graph Clustering using different techniques. [Node2vec, GraphSAGE, Agglomerative]

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Rishujamaiyar/Graph_Clustering

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Graph_clustering

Graph


Work Flow

Graph created ---> Embedding generated ---> Clustered using embedding ---> Clusters Visualized

Tools used:

Node2vec:

Graph generation : Networkx
Embedding generation : Node2vec
Clustering : HDBSCAN
Dimension Reduction : UMAP

GraphSAGE:

Graph generation : StellerGraph
Embedding generation : GraphSAGE
Clustering : HDBSCAN
Dimension Reduction : PCA

Agglomerative:

Graph generation : Networkx
Clustering : Agglomerative hierarchical clustering

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