A family of models is proposed to estimate the critical constants and normal boiling points of hydrocarbons from chemical structure. Estimation is performed by using a new structural approach (GIC), which considers the contributions of interactions between bonding groups in the molecule instead of the contributions of simple groups. Compared to the typical group-contribution techniques, the proposed models demonstrate significant improvements in accuracy as well as the ability to distinguish among isomers.