Try the Materials Informatics Toolkit, which is designed to easily handle SMILES data. This and other helpful add-ins are available in the JMP® Marketplace
SMA is not a statistical forecasting model per se. There is no mechanism in the model which prescribes a notion of statistical forecasting. Though anyone can use the result to "forecast" in arbitrary ways.
