We consider chaotic inflation in the theories with the effective poten
tials which at large phi behave either as phi(n) or as e(alphaphi). In
such theories inflationary domains containing a sufficiently large an
d homogeneous scalar field phi permanently produce new inflationary do
mains of a similar type. This process may occur at densities considera
bly smaller than the Planck density. Self-reproduction of inflationary
domains is responsible for the fundamental stationarity which is pres
ent in many inflationary models: properties of the parts of the Univer
se formed in the process of self-reproduction do not depend on the tim
e when this process occurs. We call this property of the inflationary
Universe local stationarity. In addition to it, there may exist either
a stationary distribution of probability P(c) to find a given field p
hi at a given time at a given point, or a stationary distribution of p
robability P(p) to find a given field phi at a given time in a given p
hysical volume. If any of these distributions is stationary, we will b
e speaking of a global stationarity of the inflationary Universe. In a
ll realistic inflationary models which are known to us the probability
distribution P(c) is not stationary. On the other hand, investigation
of the probability distribution P(p) describing a self-reproducing in
flationary universe shows that the center of this distribution moves t
owards greater and greater phi with increasing time. It is argued, how
ever, that the probability of inflation (and of the self-reproduction
of inflationary domains) becomes strongly suppressed when the energy d
ensity of the scalar field approaches the Planck density. As a result,
the probability distribution P(p) rapidly approaches a stationary reg
ime, which we have found explicitly for the theories lambda/4phi4 and
e(alphaphi). In this regime the relative fraction of the physical volu
me of the Universe in a state with given properties (with given values
of fields, with a given density of matter, etc.) does not depend on t
ime, both at the stage of inflation and after it. Each of the two type
s of stationarity mentioned above constitutes a significant deviation
of inflationary cosmology from the standard big bang paradigm. We comp
are our approach with other approaches to quantum cosmology, and illus
trate some of the general conclusions mentioned above with the results
of a computer simulation of stochastic processes in the inflationary
Universe.