Research Article

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

Algorithm 5

Secure SVM training.
Input: the selected data of FNs,
iterations , learning rate , regularization parameter
Output: model parameters
FNs:
:
(1) encrypts the selected data with
Such as ,
send , and to SSP
SSP:
:
(2)
(3)
(4)SSP and perform
 for ,
:
(5)In the process of :
: will judge
: will judge
SSP:
(7)To compute , SSP performs
and
:
:
Converting OU:
:
:
Converting OU: