I occasionally wonder if this forum is a testbed for AGI text generators
under development in various labs.

On Thu, Oct 24, 2019 at 7:15 PM James Bowery <jabow...@gmail.com> wrote:

> In Solomonoff Induction the smallest program outputting observations up to
> the present point in time will continue to output _future_ observations as
> optimal predictions.
>
> These future observations may be thought of as missing data for which
> optimal imputations are the output.
>
> In ordinary statistical imputation, there is a table of potential
> observations, not all of which have been made in all attributes (columns)
> of all cases (rows).  These are represented by a special symbol indicating
> no data (such as "n/a") in the corresponding cells.  In the case of a pure
> time series imputation, such as Solomonoff induction, the entire future is
> present as something equivalent to "missing data".*
>
> In the case of supplanting statistics used by the social sciences with
> Solomonoff induction, rather than a linear tape going off into the future,
> one has a spatial dimension representing simultaneity.  In this event model
> selection based on lossless compression must not disqualify a model
> (self-extracting archive of minimal length) for failing to reproduce the
> symbols representing missing data and, instead, producing imputations.
>
>
> *An aside is that an intelligent observer is inducing a model of not just
> any future old future observations but a particular observer's decision
> process about what it will next observe, which means, interestingly, an
> imputed value function for sequential decision theory.  This means there is
> no way to escape from AIXI, even if one tries to strip off the sequential
> decision mechanism.
>
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