In constrast with many previous approaches (Brown et al., 1993;, our model does not try to capture how Source sentences can be mapped into Target sentences, but rather how Source and Target sentences can be generated simultaneously.
in the style of Melamed (2001), we estimate a joint probability model that can be easily marginalized in order to yield conditional probability models for both source-to-target and target-tosource machine translation applications.