S.V.Chmutov, S.V.Duzhin, S.K.Lando, Vassiliev knot invariants} III. Forest algebra and weighted graphs, In this third paper we introduce and study the "forest algebra", a subalgebra in the Hopf algebra of chord diagrams which has one primitive generator of each degree.