Higher-order derivatives can capture information about a function that first-order derivatives on their own cannot capture. First-order derivatives can capture important information, such as the rate of change, but on their own they cannot distinguish between local minima or maxima, where the rate of change is zero for both. Several optimization algorithms address this limitation […]
