Pierre-Simon, Marquis de LaplacePierre Simon Laplace is a giant in mathematics, physics, and astronomy. Although much of his work had been done earlier by others (he rarely gives them any credit), his original contributions are a large part of his books on mathematics, probability, and celestial mechanics. His Mécanique Céleste reworks Newton's Principia using the differential calculus. It contains the famous nebular hypothesis of the origin of the solar system, first suggested by Emanuel Swedenborg and Immanuel Kant. Laplace's several works on probability (Théorie des probabilités , Théorie analytique des probabilités , and Essai philosophique sur les probabilités) establish many of the techniques and results of statistics, including the method of least squares for assessing observational data, but more importantly they defend the idea of a priori probability that can be used to reason about future events. In the introduction to the Essai, he extended an idea of Gottfried Leibniz which became famous as Laplace's Demon, a key vision of strict physical determinism. He said
"We may regard the present state of the universe as the effect of its past and the cause of its future. An intellect which at a certain moment would know all forces that set nature in motion, and all positions of all items of which nature is composed, if this intellect were also vast enough to submit these data to analysis, it would embrace in a single formula the movements of the greatest bodies of the universe and those of the tiniest atom; for such an intellect nothing would be uncertain and the future just like the past would be present before its eyes."Laplace worked out the mathematics for the binomial distribution. If p is the probability of a success and q = 1 - p the probability of failure, then the probability of k successes is
Pr(k) = (n!/(n - k)! k!)p(n - k)qkAbraham de Moivre had derived this result in his The Doctrine of Chances (1738). It is sometimes called the de Moivre-Laplace Theorem. Laplace emphasized his view that real chance did not exist by calling his work the "calculus of probabilities." With its connotation of approbation, probability was a more respectable term than chance, with its associations of gambling and lawlessness. For Laplace, the random outcomes were not predictable only because we lack the detailed information to predict. As did the ancient Stoics, Laplace explained the appearance of chance as the result of human ignorance. He said,
"The word 'chance,' then expresses only our ignorance of the causes of the phenomena that we observe to occur and to succeed one another in no apparent order."The implication is that all chance events are driven by underlying laws that insure the observed statistics of the "normal distribution."
Pr(x) = (1/√(2π)) e-x2/2
ReferencesA Philosophical Essay on Probabilities
Lijia Yu's Bean Machine and the Central Limit Theorem