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Fun with Numbers: Detective Techniques
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Module 9
The Anonymous Saboteur
1
Scaling and Covariance of Reviewer Behavior
Standardize a multivariate dataset of reviewer behaviors and compute the covariance matrix.
2
Dimensionality Reduction with PCA
Perform Principal Component Analysis (PCA) to reduce reviewer profiles to their most informative components.
3
Visualizing Suspicious Activity with PCA
Project the reviewer data onto the principal components and create visualizations to identify clusters of suspicious activity.
4
Clustering Suspects: Single vs. Complete Linkage
Group the suspects by applying and comparing both single-linkage and complete-linkage hierarchical clustering methods to the reduced data.
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The Unfair Advantage
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The Mystery Client