Improving on Expectation Propagation

Manfred Opper, Ulrich Paquet, Ole Winther

Abstract: We develop as series of corrections to Expectation Propagation (EP), which is one of the most popular methods for approximate probabilistic inference. These corrections can lead to improvements of the inference approximation or serve as a sanity check, indicating when EP yields unrealiable results.