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probability 201<br />

at times may indeed occur to us whilst we are engaged in studying<br />

the laws pertaining to micro events, but which can never be derived<br />

from these laws. Frequency estimates form a special class of hypotheses:<br />

they are prohibitions which, as it were, concern regularities in<br />

the large. 1 Von Mises has stated this very clearly: ‘Not even the<br />

tiniest little theorem in the kinetic theory of gases follows from<br />

classical physics alone, without additional assumptions of a statistical<br />

kind.’ 2<br />

Statistical estimates, or frequency statements, can never be derived<br />

simply from laws of a ‘deterministic’ kind, for the reason that in order<br />

to deduce any prediction from such laws, initial conditions are needed.<br />

In their place, assumptions about the statistical distribution of initial<br />

conditions—that is to say specific statistical assumptions—enter into<br />

every deduction in which statistical laws are obtained from micro<br />

assumptions of a deterministic or ‘precise’ character.* 1<br />

It is a striking fact that the frequency assumptions of theoretical<br />

physics are to a great extent equal-chance hypotheses, but this by no means<br />

implies that they are ‘self-evident’ or a priori valid. That they are far from<br />

being so may be seen from the wide differences between classical<br />

statistics, Bose-Einstein statistics, and Fermi-Dirac statistics. These show<br />

1<br />

A. March well says (Die Grundlagen der Quantenmechanik 1931, p. 250) that the particles of a<br />

gas cannot behave ‘ . . . as they choose; each one must behave in accordance with the<br />

behaviour of the others. It can be regarded as one of the most fundamental principles of<br />

quantum theory that the whole is more than the mere sum of the parts’.<br />

2 Von Mises, Über kausale und statistische Gesetzmässigkeiten in der Physik, Erkenntnis 1, 1930, p. 207<br />

(cf. Naturwissenschaften 18, 1930).<br />

* 1 The thesis here advanced by von Mises and taken over by myself has been contested<br />

by various physicists, among them P. Jordan (see Anschauliche Quantentheorie, 1936,<br />

p. 282, where Jordan uses as argument against my thesis the fact that certain forms of<br />

the ergodic hypothesis have recently been proved). But in the form that probabilistic<br />

conclusions need probabilistic premises—for example, measure-theoretical premises into<br />

which certain equiprobabilistic assumptions enter—my thesis seems to me supported<br />

rather than invalidated by Jordan’s examples. Another critic of this thesis was Albert<br />

Einstein who attacked it in the last paragraph of an interesting letter which is here<br />

reprinted in appendix *xii. I believe that, at that time, Einstein had in mind a subjective<br />

interpretation of probability, and a principle of indifference (which looks in the<br />

subjective theory as if it were not an assumption about equiprobabilities). Much later<br />

Einstein adopted, at least tentatively, a frequency interpretation (of the quantum<br />

theory).

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