Jim,

Saying that something "approximates Solomonoff Induction" doesn't have any
> meaning since we don't know what Solomonoff Induction actually
> represents.  And does talk about the "full program space," merit mentioning?
>

I'm not sure what you mean here; Solomonoff induction and the full program
space both seem like well-defined concepts to me.

I think we both believe that there must be some major breakthrough in
> computational theory waiting to be discovered, but I don't see how
> that could be based on anything other than Boolean Satisfiability.


A polynom SAT would certainly be a major breakthrough for AI and computation
generally; and if the brain utilizes something like such an algorithm, then
AGI could almost certainly never get off the ground without it.

However, I'm far from saying there must be a breakthrough coming in this
area, and I don't have any other areas in mind. I'm more of an
incremental-progress type guy. :) IMHO, what the field needs to advance is
for more people to recognize the importance of relational methods (as you
put it I think, the importance of structure).

--Abram

On Sat, Jul 17, 2010 at 10:28 PM, Jim Bromer <[email protected]> wrote:

> Well I guess I misunderstood what you said.
> But, you did say,
> "The question of whether the function would be useful for the "sorts of
> things we keep talking about" ... well, I think the best argument that I can
> give is that MDL is strongly supported by both theory and practice for many
> *subsets* of the full program space. The concern might be that, so far, it
> is only supported by *theory* for the full program space-- and since
> approximations have very bad error-bound properties, it may never be
> supported in practice. My reply to this would be that it still appears
> useful to approximate Solomonoff induction, since most successful predictors
> can be viewed as approximations to Solomonoff induction. "It approximates
> solomonoff induction" appears to be a good _explanation_ for the success of
> many systems."
>
> Saying that something "approximates Solomonoff Induction" doesn't have any
> meaning since we don't know what Solomonoff Induction actually
> represents.  And does talk about the "full program space," merit mentioning?
>
> I can see how some of the kinds of things that you have talked about (to
> use my own phrase in order to avoid having to list all the kinds of claims
> that I think have been made about this subject) could be produced from
> finite sets, but I don't understand why you think they are important.
>
> I think we both believe that there must be some major breakthrough in
> computational theory waiting to be discovered, but I don't see how
> that could be based on anything other than Boolean Satisfiability.
>
> Can you give me a simple example and explanation of the kind of thing you
> have in mind, and why you think it is important?
>
> Jim Bromer
>
>
> On Fri, Jul 16, 2010 at 12:40 AM, Abram Demski <[email protected]>wrote:
>
>> Jim,
>>
>> The statements about bounds are mathematically provable... furthermore, I
>> was just agreeing with what you said, and pointing out that the statement
>> could be proven. So what is your issue? I am confused at your response. Is
>> it because I didn't include the proofs in my email?
>>
>> --Abram
>>
>    *agi* | Archives <https://www.listbox.com/member/archive/303/=now>
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-- 
Abram Demski
http://lo-tho.blogspot.com/
http://groups.google.com/group/one-logic



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