Table 9 Different variations of the cleaning process using the best performing models from the Experiment 1, on must-link and cannot-link constraints respectively
From: Overlapping community finding with noisy pairwise constraints
Cleaning models | Must-link constraints | Cannot-link constraints |
|---|---|---|
Small networks | ||
Hybrid (Autoencoder–Encoder Func.+IF) | AE1_L1 | AE3+IF |
Autoencoders(AE) | AE1_L1 | AE3_L1 |
Encoder Func. + Outlier detection (SVM-IF) | AE3+SVM | AE3+IF |
Outlier detection only (SVM-IF) | SVM | IF |
Large networks | ||
Hybrid (Autoencoder–Encoder Func.+IF) | AE2_L1 | AE3+IF |
Autoencoders(AE) | AE2_L1 | AE3_L1 |
Encoder Func. + Outlier detection (SVM-IF) | AE2+SVM | AE3+IF |
Outlier detection only (SVM-IF) | SVM | IF |