IoT-Enabled Classification of Echocardiogram Images for Cardiovascular Disease Risk Prediction with Pre-Trained Recurrent Convolutional Neural Networks

. 2023 Feb 18;13(4):775. doi: 10.3390/diagnostics13040775

Algorithm 2 DCNN Procedure.

Input ←

A l l p r o b a b l e c o m b i n a t i o n o f f e a t u r e s

T r a i n D C N N

for

do i n p u t = 1 t o e n d o f d a t a d o

for

do n e u r o n s = 1 t o n d o

for

do r e p e a t = 1 t o n d o

T r a i n D C N N

D C N N - S t o r a g e \leftarrow h i g h e s t t e s t v a l u e i s s t o r e d

end for
end for

D C N N - S t o r a g e \leftarrow e f f e c t i v e p r e d i c t i o n r a t e

end for

R e t u r n D C N N - S t o r a g e \leftarrow e f f e c t i v e p r e d i c t i o n f r o m t h e c o m b i n a t i o n o f a c q u i r e d f e a t u r e s