Rekodi ya ushahidi wa mbinu

Link Prediction

Link prediction is a network-analysis task that estimates which edges are missing from an observed graph or which edges are likely to form in the future. Formalised by Liben-Nowell and Kleinberg (2003, 2007), it covers a spectrum of approaches — from simple structural similarity indices such as Common Neighbors, Jaccard coefficient, and Adamic-Adar, to matrix factorisation, and graph neural network (GNN) methods — and is evaluated with AUC and Average Precision to account for the heavily imbalanced ratio of real to non-existing edges.

Sources recorded, not reviewed

Rekodi ya chanzo

Nukuu zimehamishwa kwa uhalisi kutoka kwa rekodi ya chanzo cha mbinu. Hakuna uthibitisho wa kiwango cha dai unaodokezwa kutoka kwao.

Link Prediction (Missing and Future Edge Inference)

Rekodi ya mbinu ya kiajenda · process-pipeline / network-analysis

Fungua mbinu kamili

Madai yaliyotunzwa

Madai yamehifadhiwa katika daftari la ushahidi, kila moja ikiwa na tathmini yake.

Hakuna madai yaliyotunzwa bado

Mwonekano huu haubuni tathmini ya dai wakati daftari haina yoyote.

Mbinu zinazohusiana

Zilizotengenezwa kutoka kwa grafu ya mbinu na kuonyeshwa kama uhusiano uliopendekezwa na mashine — hakuna dai la ushahidi linalodokezwa.

Same method familyCentrality Analysismachine-suggested · Relational suggestion, not evidence.Same method familyCommunity Detectionmachine-suggested · Relational suggestion, not evidence.Same method familyGraph Neural Network (Network Analysis)machine-suggested · Relational suggestion, not evidence.Same method familyNetwork Embeddingmachine-suggested · Relational suggestion, not evidence.Same method familyStochastic Block Modelmachine-suggested · Relational suggestion, not evidence.