lg+ and lg- are defined to work with log and exp, but I'm just wondering if 
versions of those defined to work with log1p and expm1 would eliminate some of 
these errors, by getting rid of the badlands of log and exp? Would that work?

http://docs.racket-lang.org/math/flonum.html#%28def._%28%28lib._math%2Fflonum..rkt%29._fllog1p%29%29
 
<http://docs.racket-lang.org/math/flonum.html#(def._((lib._math/flonum..rkt)._fllog1p))>


> On Oct 20, 2015, at 9:24 AM, Paolo Giarrusso <[email protected]> wrote:
> 
> On Tuesday, October 20, 2015 at 12:15:21 PM UTC+2, Laurent Orseau wrote:
>> The built-in log-space arithmetic operations are wonderful. (Thanks so much 
>> Neil!)
>> 
>> It sometimes happens that after some log-operations where the result is very 
>> close to 0 that it actually goes slightly above 0 as a result of floating 
>> point errors, and thus is not a log-probability anymore, which gave me a few 
>> headaches.
>> 
>> One obvious approach is to surround the result with a check, and if it is 
>> positive but not, say, above 1e-8 then round it down to 0, otherwise raise 
>> an exception if positive.
>> 
>> But this feels like a hack and I was wondering if there was any "good" way 
>> to ensure that any correct log-space operation remains a log-probability  
>> (i.e., never goes above 0).
>> 
>> Thanks,
>> Laurent
> 
> If lg+ is involved, this discussion in the docs seems relevant — apologies if 
> you've seen that already:
> http://docs.racket-lang.org/math/flonum.html#%28def._%28%28lib._math%2Fflonum..rkt%29._lg-%29%29
>  ?
> 
> After explaining that a good solution is an open research problem, docs state:
>> Further, catastrophic cancellation is unavoidable when logx and logy 
>> themselves have error, which is by far the common case. [...] There are 
>> currently no reasonably fast algorithms for computing lg+ and lg- with low 
>> relative error. For now, if you need that kind of accuracy, use 
>> math/bigfloat.
> 
> Disclaimer: not an expert here, might well be missing something.
> 
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