 Tikhonov regularization

Tikhonov regularization minimizesgiving $x_{\alpha }^{\delta }=(A^{\ast }A+\alpha I{)}^{-1}{A}^{\ast }{y}^{\delta }$. The spectral filter $\sigma /({\sigma }^2+\alpha )$ suppresses unstable division by small singular values.