Table 8 Average ranks for autoencoder architectures when used as deep embeddings wit one-class SVM (on must-link constraints) and for Isolation Forest (on cannot-link constraints)
From: Overlapping community finding with noisy pairwise constraints
Architecture | Small networks | Large networks | ||
|---|---|---|---|---|
Encoder + SVM | Encoder + IF | Encoder + SVM | Encoder + IF | |
AE1 | 3 | 2 | 2 | 3 |
AE1_L1 | 4 | 4 | 4 | 4 |
AE2 | 2 | 3 | 1 | 2 |
AE2_L1 | 5.5 | 5.5 | 5.5 | 5.5 |
AE3 | 1 | 1 | 3 | 1 |
AE3_L1 | 5.5 | 5.5 | 5.5 | 5.5 |