General principles of Monte Carlo(MC) methods for integral equations and their application in particle transport are considered. In contrast to weight optimization of MC methods, here the distribution of trajectories is assumed to be given and fixed and estimators are varied. Some efficient and original non-simulation estimators are described. In these estimators approximations of the solution to the adjoint problem are used.