Table 10 Comparison plaintext model and Sklearn Lasso: coefficients
From: Privacy-preserving dataset combination and Lasso regression for healthcare predictions
Model | c1 | c2 | c3 | c4 | c5 | c6 | c7 | c8 | c9 | c10 | c11 |
|---|---|---|---|---|---|---|---|---|---|---|---|
scikit-learn | 0.08 | 0.01 | 0 | 0 | 0 | − 0.30 | 0 | 0 | 0 | 0 | 0 |
our secure model | 0.17 | 0.10 | 0.001 | 0 | 0 | − 0.19 | 0.18 | 0 | 0 | 0 | 0 |
Abs. diff. | 0.09 | 0.09 | 0.001 | 0 | 0 | 0.11 | 0.18 | 0 | 0 | 0 | 0 |