A Random Latent Clique Lifting from Graphs to Simplicial Complexes

configs/transforms/liftings/graph2simplicial/latentclique_lifting.yaml

@@ -0,0 +1,8 @@
+transform_type: 'lifting'
+transform_name: "LatentCliqueLifting"
+complex_dim: 3
+preserve_edge_attr: False
+signed: True
+feature_lifting: ProjectionSum
+edge_prob_mean: 0.95
+edge_prob_var: 0.0001

modules/transforms/data_transform.py

@@ -15,12 +15,16 @@
 from modules.transforms.liftings.graph2simplicial.clique_lifting import (
     SimplicialCliqueLifting,
 )
+from modules.transforms.liftings.graph2simplicial.latentclique_lifting import (
+    LatentCliqueLifting,
+)
 
 TRANSFORMS = {
     # Graph -> Hypergraph
     "HypergraphKNNLifting": HypergraphKNNLifting,
     # Graph -> Simplicial Complex
     "SimplicialCliqueLifting": SimplicialCliqueLifting,
+    "LatentCliqueLifting": LatentCliqueLifting,
     # Graph -> Cell Complex
     "CellCycleLifting": CellCycleLifting,
     # Feature Liftings