x = u + e Noisy signal = x Clean signal = u Gaussian iid noise = e Two well-known approaches: MAP: Maximum a-posteriori MMSE: Minimum mean square error They don’t coincide, but share several interesting properties. ![[Pasted image 20250131135715.png]]