Model hyper-parameters are reported in the following table.
model |
feature |
epoch |
lr |
emb_size |
batch_num |
GNN-CL |
profile |
60 |
0.001 |
128 |
128 |
GCNFN |
content |
100 |
0.001 |
128 |
128 |
BiGCN |
bert |
50 |
0.001 |
128 |
128 |
UPFD-GAT |
bert |
50 |
0.001 |
128 |
128 |
UPFD-GCN |
spacy, profile |
60 |
0.001 |
128 |
128 |
UPFD-GCN |
bert |
100 |
0.001 |
128 |
128 |
UPFD-SAGE |
profile |
70 |
0.01 |
128 |
128 |
UPFD-SAGE |
spacy |
45 |
0.01 |
128 |
128 |
UPFD-SAGE |
bert |
30 |
0.01 |
128 |
128 |
UPFD-GCNFN |
profile |
80 |
0.001 |
128 |
128 |
UPFD-GCNFN |
spacy |
50 |
0.001 |
128 |
128 |
UPFD-GCNFN |
bert |
60 |
0.001 |
128 |
128 |
model |
feature |
epoch |
lr |
emb_size |
batch_num |
GNN-CL |
profile |
40 |
0.001 |
128 |
128 |
GCNFN |
content |
50 |
0.001 |
128 |
128 |
BiGCN |
bert |
35 |
0.001 |
128 |
128 |
UPFD-GAT |
bert |
30 |
0.001 |
128 |
128 |
UPFD-GCN |
profile |
50 |
0.01 |
128 |
128 |
UPFD-GCN |
spacy, bert |
50 |
0.001 |
128 |
128 |
UPFD-SAGE |
profile |
50 |
0.01 |
128 |
128 |
UPFD-SAGE |
spacy bert |
80 |
0.001 |
128 |
128 |
UPFD-GCNFN |
profile, spacy, bert |
50 |
0.001 |
128 |
128 |