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Dynamic Correlation Adjacency-Matrix-Based Graph Neural Networks for Traffic Flow Prediction [PDF]
Sensors, 2023 Modeling complex spatial and temporal dependencies in multivariate time series data is crucial for traffic forecasting. Graph convolutional networks have proved to be effective in predicting multivariate time series. Although a predefined graph structure
Junhua Gu, Taotao Cai, Xiangyu Song
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The gamma-Signless Laplacian Adjacency Matrix of Mixed Graphs [PDF]
Theory and Applications of Graphs, 2023 The α-Hermitian adjacency matrix Hα of a mixed graph X has been recently introduced. It is a generalization of the adjacency matrix of unoriented graphs. In this paper, we consider a special case of the complex number α.
Omar Alomari +2 more
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On the Adjacency Matrix of RyR2 Cluster Structures. [PDF]
PLoS Comput Biol, 2015 In the heart, electrical stimulation of cardiac myocytes increases the open probability of sarcolemmal voltage-sensitive Ca2+ channels and flux of Ca2+ into the cells. This increases Ca2+ binding to ligand-gated channels known as ryanodine receptors (RyR2).
Walker MA +5 more
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Adjacency Matrix of a Semigraph
Electronic Notes in Discrete Mathematics, 2017 Abstract Semigraph was defined by Sampathkumar as a generalization of a graph. In this paper the adjacency matrix which represents semigraph uniquely and a characterization of such a matrix is obtained. An algorithm to construct the semigraph from a given square matrix, if semigraphical is given.
Y. S. Gaidhani +2 more
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Clustering Based on Eigenvectors of the Adjacency Matrix
International Journal of Applied Mathematics and Computer Science, 2018 The paper presents a novel spectral algorithm EVSA (eigenvector structure analysis), which uses eigenvalues and eigenvectors of the adjacency matrix in order to discover clusters.
Lucińska Małgorzata +1 more
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General Zagreb adjacency matrix [PDF]
Contributions to Mathematics, 2022 Zhen Lin
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Relationship between adjacency and distance matrix of graph of diameter two
Indonesian Journal of Combinatorics, 2021 The relationship among every pair of vertices in a graph can be represented as a matrix, such as in adjacency matrix and distance matrix. Both adjacency and distance matrices have the same property.
Siti L. Chasanah +3 more
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Rank-GCN for Robust Action Recognition
IEEE Access, 2022 We present a robust skeleton-based action recognition method with graph convolutional network (GCN) that uses the new adjacency matrix, called Rank-GCN. In Rank-GCN, the biggest change from previous approaches is how the adjacency matrix is generated to ...
Haetsal Lee +3 more
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Anti-Adjacency Matrices of Certain Graphs Derived from Some Graph Operations
Ratio Mathematica, 2023 If we go through the literature, one can find many matrices that are derived for a given simple graph. The one among them is the anti-adjacency matrix which is given as follows; The anti-adjacency matrix of a simple undirected graph $G$ with vertex set
Manju V N, Athul T B, Suresh Singh G
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Some New Bounds for α-Adjacency Energy of Graphs
Mathematics, 2023 Let G be a graph with the adjacency matrix A(G), and let D(G) be the diagonal matrix of the degrees of G. Nikiforov first defined the matrix Aα(G) as Aα(G)=αD(G)+(1−α)A(G), 0≤α≤1, which shed new light on A(G) and Q(G)=D(G)+A(G), and yielded some ...
Haixia Zhang, Zhuolin Zhang
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