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Analisis Graf Pengetahuan Berbobot×Analisis Rangkaian Berbilang Lapisan×
BidangAnalisis RangkaianAnalisis Rangkaian
KeluargaMachine learningMachine learning
Tahun asal2010s–present2014
PengasasHogan et al. and the broader knowledge graph communityKivela, M.; Boccaletti, S. et al.
JenisNetwork analysis variantStructural network model
Sumber perintisHogan, A., Blomqvist, E., Cochez, M., d'Amato, C., Melo, G., Gutierrez, C., Kirrane, S., Gayo, J. E. L., Navigli, R., Neumaier, S., Ngomo, A. N., Polleres, A., Rashid, S. M., Rula, A., Schmelzeisen, L., Sequeda, J., Staab, S., & Zimmermann, A. (2021). Knowledge Graphs. ACM Computing Surveys, 54(4), 1–37. DOI ↗Kivela, M., Arenas, A., Barthelemy, M., Gleeson, J. P., Moreno, Y., & Porter, M. A. (2014). Multilayer networks. Journal of Complex Networks, 2(3), 203–271. DOI ↗
AliasWKGA, weighted KG analysis, confidence-weighted knowledge graph, weighted semantic network analysismultiplex networks, multi-layer network analysis, multilayer network analysis, MNA
Berkaitan66
RingkasanWeighted Knowledge Graph Analysis extends standard knowledge graph methods by assigning numerical weights — such as confidence scores, co-occurrence frequencies, or relation strengths — to edges between entities. These weights allow analysts to prioritise high-confidence triples, find the most influential paths, and compute weight-aware centrality and community structure in large structured knowledge bases.Multiplex network analysis studies systems where the same set of nodes is connected by multiple distinct types of relationships, each represented as a separate network layer. By analyzing layers simultaneously rather than in isolation, it reveals how different relation types interact, reinforce each other, or compensate for one another across the same actors or entities.
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ScholarGateBandingkan kaedah: Weighted Knowledge Graph Analysis · Multiplex Network Analysis. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare