Many of the fundamental principles of probability were formulated in the mid-1600s
in an exchange of letters between Pierre de Fermat and Blaise Pascal in response to questions
posed by a French nobleman interested in games of chance. In 1812, Pierre-Simon
Laplace published the first general mathematical treatise on the subject and extended the
range of applications to a variety of scientific and practical problems.