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Implemented clustering analysis in a shopping mall using K-means and DBSCAN algorithms. Leveraged evaluation metrics including Silhouette Score and Adjusted Rand Index for performance assessment.
Intersection DBSCAN (I-DBSCAN) is a variant of DBSCAN, a clustering algorithm that allows capturing amorphic-shaped clusters by density calculation algorithm. I-DBSCAN allows applying DBSCAN on large datasets by lowering the complexity by applying Leader* algorithm.