Research Article
Differentially Private Attributed Network Releasing Based on Early Fusion
Algorithm 2
Differentially private attributed network publishing algorithm based on hyperparameter (DP-ANPHP).
| | Input: node dataset V, attribute dataset , group number K, privacy parameter , maximum iterations . | | | Output: sanitized attribute network . | | (1) | Initialize the attribute network from V,, and K. | | (2) | Initialize . | | (3) | for t = 1,…,do | | (4) | Given , compute from equations (12)–(15). | | (5) | Given , compute from equation (16). | | (6) | Compute . | | (7) | end for | | (8) | Choose , , . | | (9) | Choose , , . | | (10) | return. |
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