I was looking old posts and I found this one interesting. 
Sorry if my reply comes a little late.

As we consider larger sets of information, all possible 
distributions tend get as frequent as the others.

That's simple: if we have two sets of information, and each 
one has its own significative patterns, as we get the two sets 
together the original patterns have a chance of 
getting "dissolved".

So, that would make us think that information to describe the 
universe is not compressible, because all possible patterns 
would occur as frequently as each other.

The problem is that when we get to those conclusions, we are 
assuming that things in our world happen randomly. (If 
things don't happen randomly, then as we consider larger 
and larger sets of information, some patterns should remain.)

In fact Physics are not random. But let's go a little further, 
and here's what I want to say.

Physics are deterministic. "Deterministic" means that given a 
system in one state, the following state can be inferred by 
applying physics rules. It also works backwards: a given state 
has only one previous state - but that is more difficult to see. 
This can be seen more clearly by absurd: If Physics were not 
deterministic, then things would happen without any cause. 
The first author to talk about this was Descartes.

So, if we had all the information of the universe in a specific 
instant, then all the past and future could be calculated.

Moreover: firstly we were talking about losing patterns as we 
considered larger spaces. But if patterns do remain between 
sets of information, then as we unite different spaces, we can 
recognize more general patterns. Then as we consider larger 
sets of information, the universe would become not less 
compressible, but more compressible (because the more 
general patterns take less bits).

For imagination only: think of the Big Bang. Possibly the 
amount of existing information was much reduced. Consider 
that if the complexity of a system is n - the amount of 
information when compressed - then that quantity can only 
grow if the system receives information from outside itself. 
Then, since there should be no system outside the universe 
itself, all the information we have is the same we had at the 
big bang, that "reduced" amount. Then all the information we 
see everyday is the fractal consequence of a reduced set of 
information.


Cheers
Pablo


> Shane Legg wrote:
> > 
> > Hi Cliff,
> >> And if the "compressibility of the Universe" is an 
assumption, is
> >> there a way we might want to clarify such an 
assumption, i.e., aren't
> >> there numerical values that attach to the *likelihood* 
of gravity
> >> suddenly reversing direction; numerical values attaching 
to the
> >> likelihood of physical phenomena which spontaneously 
negate like the
> >> chess-reward pattern; etc.?
> > 
> > This depends on your view of statistics and probability.  
I'm a
> > Bayesian and so I'd say that these things depend on 
your prior
> > and how much evidence you have.  Clearly the evidence 
that gravity
> > stays the same is rather large and so the probability that 
it's
> > going to flip is extremely super hyper low and the prior 
doesn't
> > matter to much...
> 
> To be specific:  The Kolmogorov complexity of a constant 
universe is less, 
> so the prior probabilities of universes that are consistent 
with ours up 
> until now, but then suddenly flip tomorrow, are lower under 
Solomonoff's 
> universal prior.  I think Jurgen has also pointed this out.
> (http://www.idsia.ch/~juergen/)
> 
> -- 
> Eliezer S. Yudkowsky                          http://singinst.org/
> Research Fellow, Singularity Institute for Artificial 
Intelligence
> 
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