Hey Linas, I did think when searching docs there was an absence of stuff 
for sure also more broadly in google.  I see a couple of options popped up 
and have some great leads.  Hopefully if there are any others they find 
their way to this thread.  Helping anyone else searching.  Moses does seem 
to have some great applications at first glance and looking forward to 
exploring it's capability further.  Thanks!

On Monday, 10 February 2020 08:30:19 UTC+11, linas wrote:
>
>
>
> On Sun, Feb 9, 2020 at 4:26 AM Lance White <[email protected] 
> <javascript:>> wrote:
>
>> Hi to All,
>>
>> A really basic question about Moses.  So I can run the examples and test 
>> files no problems.  But how do I use the output combo program?
>>
>> moses -H it -i disjunction.csv
>>
>> 0 or($1 $2 $3) 
>>
>> -1 true 
>>
>> -1 or($1 $2) 
>>
>>
>> Let's say I want to use the following on a data set how do I feed it 
>> values and get a result output by moses?
>>
>>
>>  or($1 $2 $3) 
>>
>
> Well, if you have three values, each being either true or false, well, 
> just pipe those values through the logical or function, and you're done.
>
> Yes, this sounds silly, doesn't it?  Every user of moses has built some 
> large, complex system around it to feed it tables of data and then to 
> process other data using these outputs. Unfortunately, all of these are 
> proprietary systems, but it occurs to me that maybe one of these could be 
> open-sourced. I'll have to ask. The one I know best can take structured and 
> unstructured data from a variety of sources, filter and process these into 
> training-data sets, collect up a number of best-fit moses colbo results, 
> average them together into an ensemble, and then output that as a 
> data-processing pipeline: you feed it tables (or individual lines from 
> tables) and it makes predictions based on that input.  Practical experience 
> shows that it is more-or-less comparable to "decision forests" (a decision 
> forest being an ensemble of decision trees; a decision tree being 
> kind-of-like a combo program but obtained from different algorithms).  Both 
> moses and decision-forests max out at a certain level of accuracy, beyond 
> with it takes an ungodly amount of training time to improve on.  There was 
> a nascent effort to apply deep learning techniques, but it foundered on a 
> lack of funding.
>
> I'm not sure I answered your question, but that's what I've got.
>
> -- Linas
>
> -- 
> cassette tapes - analog TV - film cameras - you
>

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