Structure-preserving finite-difference schemes for general nonlinear fourth-order parabolic equations on the one-dimensional torus are derived. Examples include thin-film and Derrida–Lebowitz–Speer–Spohn equations. The conserve mass dissipate entropy. scheme associated to logarithmic entropy also preserves positivity. idea of derivation is reformulate in such a way ...