Second, we introduce a novel framework based on CSGs for the Sherali-Adams hierarchy of linear program (LP) relaxations, dedicated to exploiting this symmetry for the benefit of tight Maximum A Posteriori (MAP) approximations. CSGs classify clusters of variables by projecting relations between cluster members onto a graph, allowing for the efficient pruning of symmetrical clusters even before their generation.

First, we introduce the Cluster Signature Graph (CSG), a platform on which greater portions of the symmetries can be revealed and exploited. In this paper, we improve upon efficiency in two ways. However, obtaining symmetry derived from automorphism is Gl-hard, and consequently only a small fraction of the symmetry is easily available for effective employment. Recently, the automorphism group has been proposed to formalize mathematically what 'exploiting. Such models often exhibit considerable symmetry, and it is a challenge to devise algorithms that exploit this symmetry to speed up inference. Inference in large scale graphical models is an important task in many domains, and in particular probabilistic relational models (e.g. As for the results that the authors find, there are some inexhaustible conclusions or do not support the information / conclusions on the previous fragment, but in the final inference the authors link them or draw conclusions based on common logic and dominant inferences that are interrelated. While the inference that the authors found there are words that are implied in the lyrics of the song in the album Monochrome which makes the results of the inference yaang authors find may be different from other readers. Based on the results of the research, it can be seen that the use of references in the lyrics of songs in the album Monochrome in general amounted to 11 data, 8 pertained personal references (3 personal reference data anaphora and 5 personal reference data katafora), 2 data including comparative reference which all include comparative reference katafora, and the last one is anaphoric demonstrative reference data. The type of this research is descriptive method obtained by observation technique followed by documentation study done by listening / reading, understanding, then collecting and analyzing data based on reference and inference approach. The data source in this research is 1 lyric of 10 song lyrics contained in the album Monokrom Tulus work. This study aims to determine the use of references and inferences contained in the lyrics of existing songs in the album Monokrom Tulus work.

Tulus monokrom lirik