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Privacy-preserving Linear Regression
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Classroom Contents
SecureML - A System for Scalable Privacy-Preserving Machine Learning
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- 1 Intro
- 2 Privacy-preserving Machine Learning
- 3 Our Contributions
- 4 Privacy-preserving Linear Regression
- 5 Decimal Multiplications in Integer Fields
- 6 Truncation on shared values
- 7 Effects of Our Technique
- 8 Privacy-preserving Logistic Regression
- 9 Experiments Results: Linear Regression
- 10 Experiments Results: Logistic Regression
- 11 Experiments: Neural Networks
- 12 Summary
