Singular Value Decomposition (SVD)

SVD of real symmetric matrix

Transformation using SVD

• Example
• Example: compact form

Dimensionality reduction using SVD

• Example of dimensionality reduction (k = 1)

Compact way of dimensionality reduction (k = 1)

How many dimensions to retain?