Description of the Basic Elements of a Metagraph Model Using the Granular-Protographic Approach

The problem that is solved in this work is related to the fact that in previous versions of the formalization of the metagraph model, a single basis was not considered on the basis of which it would be possible to describe different elements of the model such as vertices, metavertices, and edges. This article proposes a granular-protographic model as such a basis. The prerequisites for combining the granular approach and the protographic model are considered. The main elements of the granular-protographic model are proposed: granule facets and granular elements of the protograph. The basic operations on elements of the granular-protographic model are also proposed: the signature fit operation and the granule organization operation. The main provisions of the annotated metagraph model are considered. A representation of the main elements of the metagraph model (vertices, metavertices, edges) is proposed using elements of the granular-protographic model and the operations introduced over them. A complex example of describing a metagraph using elements of the granular-protographic model is considered.

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Publication Details

Journal
Pattern Recognition and Image Analysis
Published
2024-12-01
DOI
https://doi.org/10.1134/s1054661824701359
Primary Topic
Rough Sets and Fuzzy Logic
Type
article
Field-Weighted Citation Impact
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article

Description of the Basic Elements of a Metagraph Model Using the Granular-Protographic Approach

Yuriy Gapanyuk
Pattern Recognition and Image Analysis
Rough Sets and Fuzzy Logic
article

Description of the Basic Elements of a Metagraph Model Using the Granular-Protographic Approach

Yuriy Gapanyuk
article en

Abstract

The problem that is solved in this work is related to the fact that in previous versions of the formalization of the metagraph model, a single basis was not considered on the basis of which it would be possible to describe different elements of the model such as vertices, metavertices, and edges. This article proposes a granular-protographic model as such a basis. The prerequisites for combining the granular approach and the protographic model are considered. The main elements of the granular-protographic model are proposed: granule facets and granular elements of the protograph. The basic operations on elements of the granular-protographic model are also proposed: the signature fit operation and the granule organization operation. The main provisions of the annotated metagraph model are considered. A representation of the main elements of the metagraph model (vertices, metavertices, edges) is proposed using elements of the granular-protographic model and the operations introduced over them. A complex example of describing a metagraph using elements of the granular-protographic model is considered.

Pattern Recognition and Image AnalysisVol. 34(4)
Bauman Moscow State Technical University (RU)
Openalex Percentile: Top 68%
Rough Sets and Fuzzy Logic
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