Derivative Estimation from Coarse, Irregular, Noisy Samples: An MLE-Spline Approach

Konstantin E. Avrachenkov, Leonid B. Freidovich

We address numerical differentiation under coarse, non-uniform sampling and Gaussian noise. A maximum-likelihood estimator with $L_2$-norm constraint on a higher-order derivative i…