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Notations_
| Notation | Description |
|---|---|
| G | The attributed academic collaboration network |
| V | The set of all scholars |
| E | The set of relationship between scholars |
| S | The weight of edge |
| A | Scholar attribute matrix |
| X | Adjacency matrix of multi-relational networks |
| Y | Final scholar embedding matrix |
| d | Scholar embedding dimension |
| da | Scholar attribute embedding dimension |
| xi,
| The input data and reconstructed data |
| W(k), Ŵ(k) | The k-th layer weight matrix |
| b(k),
| The k-th layer biases |
Statistics of two datasets_
| Datasets | # of Nodes | # of Links |
|---|---|---|
| Aminer | 7,436 | 11,568 |
| APS | 5,102 | 39,333 |