However, the interpolated point is connected linearly with the neighbouring samples and each segment which connects the samples with the interpolated point is a straight line. Optimization methods, as for example the gradient-based methods typically require the calculation of the derivatives of the function. In the case of linear interpolation, the derivatives at the data points of interest will be discontinuous and non-smooth, which could be problematic for the optimization algorithms. Contrary, the