Quantitative structure activity relationship models are regression or classification models used in the chemical and biological sciences and engineering. QSAR models first summarize a supposed relationship between chemical structures and biological activity in a data-set of chemicals. Second predict the activities of new chemicals. For example, biological activity can be expressed quantitatively as the concentration of a substance required to give a certain biological response. In work, ...