Wednesday, February 12, 2003, 3:34:31 AM, Shane Legg wrote:

Shane, thanks for the explanation of Kolmogorov complexity and its
relation to the matter at hand.

[On a side note, I'm curious whether and if so, how, lossy compression
might relate.  It would seem that in a number of cases a simpler
algorithm than expresses exactly the behaviour could be valuable in
that it expresses 95% of the behaviour of the environment being
studied -- and if such an algorithm can be derived at far lower cost
in a certain case, it would be worth it.  Are issues like this
addressed in the AIXI model or does it all deal with perfect
prediction?]

CS> In fact -- would the chess-reward pattern's unpredictability *itself*
CS> be an indication of life?  I.e., doesn't Ockham's razor fail in the
CS> case of, and possibly *only* in the case of, conscious beings*?

SL> I don't see what you are getting at here.  You might need to explain
SL> some more. (I understand Ockham's razor, you don't need to explain
SL> that part; actually it comes up a lot in the theory behind Solomonoff
SL> induction and AIXI...)

What I'm getting at is an attempt at an external definition or at
least telltale of conscious behaviour as either "that which is not
compressible" or "that which although apparently compressible for some
period, suddenly changes later" or perhaps "that which is not
compressible to less than X% of the original data" where X is some
largeish number like 60-90.

The reason I'm thinking in these terms is because I suspected Ockham's
razor to relate to the compressibility idea as you stated; and I've
always felt Ockham's razor is out of place when dealing with conscious
behaviour.

To wit: the razor is often invoked in response to what many
denigratingly label "conspiracy theory", while in my estimation
conspiring is perfectly normal behaviour for humans (from surprise
birthdays to price-fixing to assassinations), and even in some senses
for (some) animals (the false eyes on peacock's tales and the merging
into the background of the chameleon).

That is to say, the "the simplest explanation is right" heuristic
tends to break down in the presence of life -- and the more so the
more the life is conscious.  Because among the things that it is
conscious of is that it *can be* and *is* being observed, and (often)
wishes to mislead observers.

So I suspect there's some sort of relationship between lack of
compressibility and life's "anti-entropic urge" (for lack of a better
term) about which I'm wondering whether something interesting can be
stated mathematically -- e.g., if it's not (easily? at some level of
complexity?) compressible, it must/might be alive. 


--
Cliff

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