Tags : exponential families

Entries in this Tags : 6logs Showing : 1 - 6 / 6

Jul 11, 2012

Duality and variance in exponential families

Post @ 11:30:38 | exponential families

Feb 09, 2012

How good Human is at distinguishing distributions?

Post @ 15:14:25 | exponential families

Rayleigh mixture models (RMMs) are mixtures of exponential families (as Gaussian mixture models, GMMs). Here is a simple image where the foreground text has been synthesized with Rayleigh variates (lamda1) while the background is synthesized using Rayleigh variates (lamda2). I am curious to know how good human is at distinguishing distributions, compare to usual measures, say Kullback-Leibler divergence. Of course, it depends on the viewing distance/precision, otherwise we get expectation colors, and we have some work on this. Does stochasticity help in discriminating objects. I guess so.

FrankNielsen-Rayleigh.png

Jan 31, 2012

Log-normalizer of an exponential family is convex

Post @ 16:08:15 | exponential families

lognormalizercvs.png

Aug 26, 2011

MLE of exponential families as a minimizer of the average right-sided dual Bregman divergence

Post @ 11:23:11 | exponential families

MLE-BregmanMedian.png
Frank.

Nov 26, 2009

jMEF: Exponential families library

Post @ 15:22:50 | exponential families

The jMEF library, Exponential families library, has been updated with new tutorials. A supplemental report listing formulas has been posted on arxiv: Statistical exponential families: A digest with flash cards

Oct 21, 2007

Maximum entropy

Post @ 13:57:10 | exponential families

In statistics, exponential families generalize many well-known discrete and continuous distributions (Gaussian, Bernoulli, Poisson, Rayleigh), etc. Exponential families arose naturally from solving common sets of problems like the maximum entropy

More at http://en.wikipedia.org/wiki/Maximum_entropy.

That is again a short week-end post!