Loopy belief propagation performs approximate inference on graphical models with loops. One might hope to compensate for the approximation by adjusting model parameters. Learning algorithms for this purpose have been explored previously, and the claim has been made that every set of locally consistent marginals can arise from belief propagation run on a graphical model. On the contrary, here we...

Loopy belief propagation performs approximate inference on graphical models with loops. One might hope to compensate for the approximation by adjusting model parameters. Learning algorithms for this purpose have been explored previously, and the claim has been made that every set of locally consistent marginals can arise from belief propagation run on a graphical model. On the contrary, here we...

This study aims to identify the type of organization incipit used and analyze language features in semi-popular science article. research was conducted by using qualitative methods employs a corpus-driven analysis approach. The approaches are adopting Hyland’s framework proximity, specifically facet incipits position. After analyzing data, found article can be broadly categorized into 5 categor...

in order to confirm the effectiveness of language learning strategies in theiranian context in junior high schools, this study was designed to examine thepatterns of strategy use, the effects of strategy instruction on the students’ strategyuse, and the relationship between the participants’ strategy use and their englishachievement. to achieve this objective, 57 junior high school participants...