What is Kalman filter?

Approach: Describe recursive algorithm for state estimation.

Recursive algorithm that estimates state of linear dynamic system from noisy observations. Provides optimal estimate in mean-square sense under Gaussian assumptions.

Follow-up: What is extended Kalman filter?

Key concepts: state-space model, recursive bayesian, optimal filtering.