Privacy-Preserving Blockchain-Based Nonlinear SVM Classifier Training for Social Networks

Algorithm 2

Secure nonlinear SVM classifier training.

Input:: the split dataset learning rate , max iterations , and precision .
Output:: , .
(1)	initialize .
(2)	for from 1 to do
(3)	for from 1 to do
(4)	compute .
(5)	end for
(6)	end for
(7)	Whiledo
(8)	initialize .
(9)	compute .
(10)	for from 1 to do
(11)	for from 1 to do
(12)	compute .
(13)	locally compute .
(14)	end for
(15)	locally compute .
(16)	compute .
(17)	compute .
(18)	ifthen
(19)	compute .
(20)	compute .
(21)	end if
(22)	end for
(23)	update .
(24)	update .
(25)	compute .
(26)	.
(27)	end while
(28)	return .