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Fun with Numbers: Detective Techniques
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Module 12
The Mastermind's Gambit
1
Simplifying Complexity: PCA for Behavioral Data
Use dimensionality reduction (PCA) on a complex behavioral dataset to isolate the most significant patterns of activity.
2
Clustering for Suspect Identification
Apply clustering algorithms to the reduced data to segment individuals into distinct behavioral groups and identify a primary suspect cluster.
3
Predicting Suspect Behavior with Multiple Regression
Build a multiple regression model focused on the suspect cluster to predict their next move and quantify the factors driving their strategy.
Integrated Analysis: Mastermind & Operation Profile
Synthesize evidence from all three analyses (PCA, Clustering, Regression) to construct a comprehensive profile of the mastermind and their operation.
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