Results 41 to 50 of about 841,611 (282)
A Hierarchical Parallel Graph Summarization Approach Based on Ranking Nodes
Graph summarization techniques are vital in simplifying and extracting enormous quantities of graph data. Traditional static graph structure-based summarization algorithms generally follow a minimum description length (MDL) style, and concentrate on ...
Qiang Liu, Jiaxing Wei, Hao Liu, Yimu Ji
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Deeper Exploiting Graph Structure Information by Discrete Ricci Curvature in a Graph Transformer
Graph-structured data, operating as an abstraction of data containing nodes and interactions between nodes, is pervasive in the real world. There are numerous ways dedicated to extract graph structure information explicitly or implicitly, but whether it ...
Xin Lai+4 more
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This study aims to analyze the effect of the 5E learning cycle model assisted by LKPD based on a three-dimensional thinking graph on scientific reasoning and the improvement of scientific reasoning.
Hamidita Putri Ristia+2 more
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Leader Election for Anonymous Asynchronous Agents in Arbitrary Networks [PDF]
We study the problem of leader election among mobile agents operating in an arbitrary network modeled as an undirected graph. Nodes of the network are unlabeled and all agents are identical.
Dereniowski, Dariusz, Pelc, Andrzej
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Symmetry in complex unit gain graphs and their spectra
Complex unit gain graphs may exhibit various kinds of symmetry. In this work, we explore structural symmetry, spectral symmetry and sign-symmetry in such graphs, and their respective relations to one-another. Our main result is a construction that transforms an arbitrary complex unit gain graph into infinitely many switching-distinct ones whose ...
Pepijn Wissing, Edwin van Dam
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Feature-Enhanced Latent Summarization Model of Heterogeneous Network [PDF]
With the rapid growth of network data, large-scale heterogeneous network data storage and network repre-sentation have become hot research topics. This paper proposes two different tasks, generating graph summarization and generating node representations
XU Zhengxiang, WANG Ying, WANG Hongji, WANG Xin
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Bayesian graph edit distance [PDF]
This paper describes a novel framework for comparing and matching corrupted relational graphs. The paper develops the idea of edit-distance originally introduced for graph-matching by Sanfeliu and Fu [1].
Hancock, E.R., Myers, R., Wilson, R.C.
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Graph summarization is the problem of producing smaller graph representations of an input graph dataset, in such a way that the smaller compressed graphs capture relevant structural information for downstream tasks.
Sepideh Neshatfar+2 more
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Interconnected Observers for Robust Decentralized Estimation with Performance Guarantees and Optimized Connectivity Graph [PDF]
Motivated by the need of observers that are both robust to disturbances and guarantee fast convergence to zero of the estimation error, we propose an observer for linear time-invariant systems with noisy output that consists of the combination of N ...
Li, Yuchun, Sanfelice, Ricardo G.
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Balance in gain graphs – A spectral analysis
AbstractA gain graph is a graph where the edges are given some orientation and labeled with the elements (called gains) from a group so that gains are inverted when we reverse the direction of the edges. A signed graph with labels from the multiplicative group {1,-1} on the edges can be taken as a particular case of a gain graph.
K. A. Germina, Shahul Hameed K
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