Table 7 Average ranks of Isolation Forest (IF), One-class SVM, and Local Outlier Factor (LOF) over all small and large LFR networks, for must-link and cannot-link constraints
From: Overlapping community finding with noisy pairwise constraints
Dataset | Must-link constraints | Cannot-link constraints | ||||
|---|---|---|---|---|---|---|
Small networks | IF | SVM | LOF | IF | SVM | LOF |
2.3(2) | 1.3(1) | 2.4(3) | 1.0(1) | 2.0(2) | 3.0(3) | |
Large networks | IF | SVM | LOF | IF | SVM | LOF |
3.0(3) | 1.1(1) | 1.9(2) | 1.0(1) | 2.0(2) | 3.0(3) | |
Average Rank | 2.5 | 1 | 2.5 | 1 | 2 | 3 |