The Mathematical Notes provide the detailed reasoning of mathematical concepts that lay the foundation for the models developed in this site. The Notes consist of algebraic derivation that helps grasp the concepts behind mathematical properties and formulae. These mathematical notes are useful not only for reference but for the reminders of the concepts in developing models of trend under uncertainty principle.