Summary of Main Research Results

Ēš Modification of association algorithm in Hopfield neural network model

Ēš Analysis of premature saturation phenomena in Multilayer Perceptron(MLP) neural network model

Ēš Analysis of nonlinear effects of sigmoid activation function on weighted sums

Ēš Analysis of noise immunity capability in MLPs

Ēš Improving performance of MLPs with a new error function

Ēš Deriving optimum learning rates for accelerated training of MLPs

Ēš Sensitivity analysis of feedfoward neural networks with threshold activation functions

Ēš Programming of hand-written digit recognition in Neural Computer named E-MIND(ETRI-Machine Imimtating Neural Dynamics)

Ēš Implementation of multi-channel simulator in mobile communication environments

Ēš Comparison of various ICA/BSS algorithms

Ēš Adaptive noise cancelling using ICA

Ēš Filter bank approach to ICA for convolved mixtures

Ēš Modification of Infomax algorithm for convolved mixtures

Ēš Acoustic channel compensation for microphone mismatches

Ēš Blind Dereverberation of Speech Signals

Ēš Analysis of latent data structure and its application to generating patterns

Ēš New Error Function for Imbalanced Data Problems