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
I was curious if JMP is compatible with Bayesian Inference and Statistics. I am currently working on a DOD sponsored project related to Bayesian decision theory and inference, related to Joint Test & Evaluation. Thank you.
Bayesian estimation methods are available in multiple JMP platforms. Related to your interest, you may want to look into three: Life Distribution, Fit Life by X, and Repeated Measures Degradation.