International Journal of Telemedicine and Applications / 2011 / Article / Tab 1

Research Article

Quality-on-Demand Compression of EEG Signals for Telemedicine Applications Using Neural Network Predictors

Table 1

Optimal configuration of the network.

Type of
neural
network
Predictor
order
No. of
hidden
neurons
Activation functionLearning
algorithm
No. of epochs
required for training
(only average is shown)
Hidden
layer
Output
layer

SLP5LinearLevenberg-Marquart (LM)65
MLP3 5Log-sigmoidLinearLevenberg-Marquart (LM)230
EN5 5Tan-sigmoidLinearGradient descent with momentum and adaptive learning rate back propogation (GDX)750