Attribute Creation

Create new attributes that can capture the important information.

Attribute extraction

• domain specific

Mapping data to new space:

• Principle Component Analysis
• Fourier Transforms
• Wavelet Transform
• Manifold Approaches

Attribute Construction

• compining features → Discriminative frequent patterns
• Data Discretization