An incremental EM algorithm
Partial E-step: Look at a single datapoint, d, and compute
the posterior distribution for d.
M-step: Compute the effect on the parameters of changing
the posterior for d
Subtract the contribution that d was making with its
previous posterior and add the effect it makes with the
new posterior.