Which statistical method reduces dimensionality by transforming variables into uncorrelated principal components that capture maximum variance, with the first component explaining the most variance?

Which statistical method reduces dimensionality by transforming variables into uncorrelated principal components that capture maximum variance, with the first component explaining the most variance?

• A. Factor analysis
• B. K-means clustering
• C. Principal Components Analysis
• D. Linear regression

Answer: (C)