Improving on Expectation Propagation
2 2

T48

Manfred Opper, Ulrich Paquet, Ole Winther

µ2

0

µ2
0 µ1 2

0

-2 -2

-2 -2

0

2

µ1
p(x) and EP + 1st order correction

p(x) and EP q (x)

· An intractable (posterior) distribution p(x) = an approximating q (x) plus a perturbation power series of error terms of the approximation. · Application to mixture, Gaussian process classification, and Ising models.