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Analisis Graf Pengetahuan Temporal×Analisis Penyebaran Rangkaian Temporal×
BidangAnalisis RangkaianAnalisis Rangkaian
KeluargaMachine learningMachine learning
Tahun asal2017–20182012
PengasasTrivedi, R. et al.; Dasgupta, S. S. et al.Holme, P. & Saramäki, J.
JenisTemporal graph embedding and reasoningNetwork analysis framework
Sumber perintisTrivedi, R., Dai, H., Wang, Y., & Song, L. (2017). Know-Evolve: Deep temporal reasoning for dynamic knowledge graphs. Proceedings of the 34th International Conference on Machine Learning (ICML), pp. 3462–3471. link ↗Holme, P. & Saramäki, J. (2012). Temporal networks. Physics Reports, 519(3), 97–125. DOI ↗
AliasTKG analysis, temporal KG analysis, dynamic knowledge graph analysis, time-aware knowledge graph analysisTNDA, dynamic network diffusion, time-varying network spreading, diffusion on temporal networks
Berkaitan55
RingkasanTemporal Knowledge Graph Analysis extends standard knowledge graph methods to data where facts and relationships carry timestamps or validity intervals. It enables reasoning about how entities and relations evolve over time, supporting tasks such as link prediction for future facts, temporal relation classification, and event forecasting in dynamic relational data.Temporal Network Diffusion Analysis studies how information, disease, influence, or other contagions spread through networks whose structure changes over time. By modeling edges as time-stamped contacts rather than static links, it captures the critical role of timing and ordering in determining which nodes get reached, how fast, and through which pathways — producing conclusions that static network models systematically miss.
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ScholarGateBandingkan kaedah: Temporal Knowledge Graph Analysis · Temporal Network Diffusion Analysis. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare