One-dimensional example of inverse regression of an explanatory variable θ from noisy observations of the dependent variable d. Left panel: a small number of samples of the training set as datapoints, and three different estimators corresponding to the same NN trained with three different error functions, as discussed in the text. Right panel: bias of each estimator as function of true θ.