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Talk:Kullback-Leibler divergence
To whom it may concern. Recently the statement "KL(p,q) = 0 iff p=q" was added. I suspect that's not quite the case; maybe we want "KL(p,q) = 0 iff p=q (except for a set of measure 0 wrt p)" ?? Happy editing, Wile E. Heresiarch 01:41, 21 Oct 2004 (UTC)
- I added "KL(p,q) = 0 iff p=q", which is a stronger claim than "KL(p,p)=0" in an earlier revision. My own understanding of measure theory is pretty limited; moreover, the article does not explicitly mention measures in connection with the integrals. However, Kullback and Leibler in their 1951 paper (lemma 3.1) did consider this and say that divergence is equal to zero if and only if the measurable functions p and q are equivalent with respect to the measure (i.e. p and q are equal except on a null set). That would include the case you mentioned, wouldn't it? --MarkSweep 03:29, 21 Oct 2004 (UTC)
- Yes, that's what I'm getting at. What's not clear to me is that when we say p and q are equal except for a set of $FOO-measure 0, which measure $FOO are we talking about? I guessed the measure induced by p; but K & L must have specified which one in their paper. Wile E. Heresiarch 00:59, 22 Oct 2004 (UTC)
- I checked the K&L paper again, but they simply define a compound measure λ as the pair of the measures associated with the functions p and q. The lemma is stated in terms of the measure λ. --MarkSweep 09:28, 24 Oct 2004 (UTC)
Last updated: 07-21-2005 18:54:24
10-26-2009 08:16:03
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