Density estimation

In machine learning, density estimation is defined as an unsupervised learning technique. It learns relations among attributes in the data.

Types

• Parametric density estimation:

• Non-parametric density estimation:

Terminology

• Estimator
• Consistent estimator
• Unbiased estimator
• Parametric methods
• Non-parametric methods
• Explicit density estimation
• Implicit density estimation