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क्षेत्रनेटवर्क विश्लेषणनेटवर्क विश्लेषण
परिवारMachine learningMachine learning
उद्भव वर्ष20122004
प्रवर्तकKrivitsky, P. N.Barrat, A.; Barthélemy, M.; Pastor-Satorras, R.; Vespignani, A.
प्रकारStatistical network modelCentrality measure for weighted networks
मौलिक स्रोतKrivitsky, P. N. (2012). Exponential-family random graph models for valued networks. Electronic Journal of Statistics, 6, 1100–1128. DOI ↗Barrat, A., Barthélemy, M., Pastor-Satorras, R., & Vespignani, A. (2004). The architecture of complex weighted networks. Proceedings of the National Academy of Sciences, 101(11), 3747–3752. DOI ↗
उपनामW-ERGM, valued ERGM, weighted p-star model, valued exponential random graph modelnode strength, strength centrality, weighted node degree, WDC
संबंधित46
सारांशThe Weighted Exponential Random Graph Model (W-ERGM) extends the classic binary ERGM framework to networks whose edges carry quantitative values — such as frequency of contact, trade volume, or collaboration intensity. It models the entire valued-edge network as a probability distribution defined over all possible weighted graphs, enabling researchers to test whether structural patterns such as reciprocity, transitivity, or degree distribution arise beyond what chance alone would produce.Weighted degree centrality — also called node strength — extends the classic degree centrality measure to networks whose edges carry numeric weights. Instead of simply counting a node's connections, it sums the weights of all edges incident to that node, capturing both the volume and the intensity of a node's ties in a single, interpretable score.
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