Mathematics In
probability theory, a
stochastic process, or sometimes random process, is the counterpart to a deterministic process (or
deterministic system). Instead of dealing with only one possible reality of how the process might evolve over time (as is the case, for example, for solutions of an
ordinary differential equation), in a stochastic or random process there is some indeterminacy in its future evolution described by probability distributions. This means that even if the initial condition (or starting point) is known, there are many possibilities the process might go to, but some paths may be more probable and others less so.
Classical and relativistic physics The idea that
Newtonian physics proved causal determinism was highly influential in the early modern period. "Thus physical determinism [..] became the ruling faith among enlightened men; and everybody who did not embrace this new faith was held to be an obscurantist and a reactionary". However: "Newton himself may be counted among the few dissenters, for he regarded the solar system as
imperfect, and consequently as likely to perish".
Classical chaos is not usually considered an example of indeterminism, as it can occur in deterministic systems such as the
three-body problem.
John Earman has argued that most physical theories are indeterministic. For instance, Newtonian physics admits solutions where particles accelerate continuously, heading out towards infinity. By the
time reversibility of the laws in question, particles could also head inwards, unprompted by any pre-existing state. He calls such hypothetical particles "
space invaders". John D. Norton has suggested another indeterministic scenario, known as
Norton's Dome, where a particle is initially situated on the exact apex of a dome.
Branching space-time is a theory uniting indeterminism and the
special theory of relativity. The idea was originated by
Nuel Belnap. The equations of
general relativity admit of both indeterministic and deterministic solutions.
Boltzmann Ludwig Boltzmann was one of the founders of
statistical mechanics and the modern
atomic theory of matter. He is remembered for his discovery that the
second law of thermodynamics is a statistical law stemming from
disorder. He also speculated that the ordered universe is only a small bubble in a larger sea of chaos. The
Boltzmann brain is a similar idea.
Evolution and biology Darwinian evolution has an enhanced reliance on the chance element of
random mutation compared to the earlier evolutionary theory of
Herbert Spencer. However, the question of whether evolution requires genuine ontological indeterminism is open to debate In the essay
Chance and Necessity (1970) Jacques Monod rejected the role of
final causation in
biology, instead arguing that a mixture of
efficient causation and "pure chance" lead to
teleonomy, or merely
apparent purposefulness. The Japanese theoretical population geneticist
Motoo Kimura emphasises the role of indeterminism in evolution. According to
neutral theory of molecular evolution: "at the molecular level most evolutionary change is caused by
random drift of
gene mutants that are equivalent in the face of selection.
Prigogine In his 1997 book,
The End of Certainty, Prigogine contends that determinism is no longer a viable scientific belief. "The more we know about our universe, the more difficult it becomes to believe in determinism." This is a major departure from the approach of
Newton,
Einstein and
Schrödinger, all of whom expressed their theories in terms of deterministic equations. According to Prigogine, determinism loses its explanatory power in the face of
irreversibility and
instability. Prigogine traces the dispute over determinism back to
Darwin, whose attempt to explain individual variability according to evolving populations inspired
Ludwig Boltzmann to explain the behavior of gases in terms of populations of particles rather than individual particles. This led to the field of
statistical mechanics and the realization that gases undergo irreversible processes. In deterministic physics, all processes are time-reversible, meaning that they can proceed backward as well as forward through time. As Prigogine explains, determinism is fundamentally a denial of the
arrow of time. With no arrow of time, there is no longer a privileged moment known as the "present," which follows a determined "past" and precedes an undetermined "future." All of time is simply given, with the future as determined or undetermined as the past. With irreversibility, the arrow of time is reintroduced to physics. Prigogine notes numerous examples of irreversibility, including
diffusion,
radioactive decay,
solar radiation,
weather and the emergence and evolution of
life. Like weather systems, organisms are unstable systems existing far from
thermodynamic equilibrium. Instability resists standard deterministic explanation. Instead, due to sensitivity to initial conditions, unstable systems can only be explained statistically, that is, in terms of
probability. Prigogine asserts that
Newtonian physics has now been "extended" three times, first with the use of the wave function in
quantum mechanics, then with the introduction of spacetime in
general relativity and finally with the recognition of indeterminism in the study of unstable systems.
Quantum mechanics At one time, it was assumed in the physical sciences that if the behavior observed in a system cannot be predicted, the problem is due to lack of fine-grained information, so that a sufficiently detailed investigation would eventually result in a deterministic theory ("If you knew exactly all the forces acting on the dice, you would be able to predict which number comes up"). However, the advent of
quantum mechanics removed the underpinning from that approach, with the claim that (at least according to the
Copenhagen interpretation) the most basic constituents of matter at times behave
indeterministically. This comes from the
collapse of the wave function, in which the state of a system upon
measurement cannot in general be predicted. Quantum mechanics only predicts the probabilities of possible outcomes, which are given by the
Born rule. Non-deterministic behavior in wave function collapse is not only a feature of the Copenhagen interpretation, with its
observer-dependence, but also of
objective collapse and
other theories. Opponents of quantum indeterminism suggested that determinism could be restored by formulating a new theory in which additional information, so-called
hidden variables, would allow definite outcomes to be determined. For instance, in 1935, Einstein, Podolsky and Rosen wrote a paper titled
"Can Quantum-Mechanical Description of Physical Reality Be Considered Complete?" arguing that such a theory was in fact necessary to preserve the
principle of locality. In 1964,
John S. Bell was able to define
a theoretical test for these local hidden variable theories, which was reformulated as a workable experimental test through the work of
Clauser, Horne, Shimony and Holt. The negative result of the 1980s
tests by
Alain Aspect ruled such theories out, provided certain
assumptions about the experiment hold. Thus any
interpretation of quantum mechanics, including deterministic reformulations, must either reject
locality or reject
counterfactual definiteness altogether.
David Bohm's
theory is the main example of a non-local deterministic quantum theory. The
many-worlds interpretation is said to be deterministic, but experimental results still cannot be predicted: experimenters do not know which 'world' they will end up in. Technically,
counterfactual definiteness is lacking. A notable consequence of quantum indeterminism is the
Heisenberg uncertainty principle, which prevents the simultaneous accurate measurement of all a particle's properties.
Cosmology Primordial fluctuations are density variations in the early universe which are considered the seeds of all
structure in the universe. Currently, the most widely accepted explanation for their origin is in the context of
cosmic inflation. According to the inflationary paradigm, the exponential growth of the
scale factor during inflation caused
quantum fluctuations of the inflaton field to be stretched to macroscopic scales, and, upon leaving the
horizon, to "freeze in". At the later stages of radiation- and matter-domination, these fluctuations re-entered the horizon, and thus set the
initial conditions for
structure formation.
Neuroscience Neuroscientists such as
Björn Brembs and
Christof Koch believe thermodynamically
stochastic processes in the brain are the basis of
free will, and that even very simple organisms such as
flies have a form of free will. Similar ideas are put forward by some philosophers such as
Robert Kane. Despite recognizing indeterminism to be a very low-level, necessary prerequisite, Björn Brembs says that it's not even close to being sufficient for addressing things like morality and responsibility. Determinism and indeterminism are examined in
Causality and Chance in Modern Physics by
David Bohm. He speculates that, since determinism can emerge from underlying indeterminism (via the
law of large numbers), and that indeterminism can emerge from determinism (for instance, from
classical chaos), the universe could be conceived of as having alternating layers of causality and chaos. ==See also==