Newton's Interpolating Polynomial is a method for constructing an interpolating polynomial that passes through a given set of points, using divided differences to efficiently compute the coefficients. This approach is particularly useful for incremental data addition, as it allows for straightforward updates to the polynomial without recalculating from scratch.