Research Article

ePMLF: Efficient and Privacy-Preserving Machine Learning Framework Based on Fog Computing

Table 6

Comparison of computation time.

Building blocksOurs, s[5],

Secure addition0.019 ms0.08 ms
Secure subtraction42.6 ms80.5 ms
Secure division98.8 msNot support
Secure inner product10.1 ms79.6 ms
Secure summation181.8 ms1666.9 ms
Secure sigmoid function232.4 ms445.7 ms