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Table 1 Proposed measures to assess node rank quality

From: Unsupervised evaluation of multiple node ranks by reconstructing local structures

Measure

 

Objective Type

Time Complexity

Density

Kowalik (2006)

Structural communities

O(E)

Conductance

Chalupa (2017)

Structural communities

O(E)

Modularity

Newman (2006)

Structural communities

O(N2)

LinkAUC

Krasanakis et al. (2019a)

Local structures

O(N2)

HopAUC

[This work]

Local structures

O(N2)

LinkCC

[This work]

Local structures

O(E2/N)