Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing


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Needs Improvement Love it! A nonlinear extension of a negative feedback network is developed and it is shown that hierarchic linear feedback provides a deflation of the network residuals, which are employed in the Hebbian learning of the network. As each of the output neuron weights converge to a separating vector, then the weighted feedback will remove the contribution of the extracted source from the remaining residual mixture. It is shown that the data driven self-organisation of the proposed network using only Hebbian and anti-Hebbian learning will extract the underlying source signals from the received mixture.

The results of a simulation are reported, which demonstrates the ability of the network in restoring images after degradation with noise and interfering images. Inspec keywords: Hebbian learning ; image restoration ; recurrent neural nets ; self-organising feature maps Other keywords: network residuals ; hierarchic linear negative feedback ; underlying signals ; noise ; interfering images ; data driven self-organisation ; blind separation ; nonlinear self-organising neural network ; independent signal sources ; lateral inhibition ; negative feedback network ; deflationary exploratory projection pursuit network ; separating vector ; anti-Hebbian learning ; output neuron weights ; Hebbian learning ; hierarchic linear feedback ; extracted source Subjects: Pattern recognition ; Computer vision and image processing techniques ; Optical information, image and video signal processing ; Neural computing techniques ; Neural nets.

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Unsupervised learning by competing hidden units

References 1 N. Delfosse , P. Adaptive blind separation of independent sources: A deflation approach. Signal Process. Jutten , J. Blind separation of sources, Part 1: An adaptive algorithm based on neuromimetic architecture. ESANN'96, , p. Independent component analysis: A new concept?. Stuart , J. Deco , D. Fyfe , R.


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Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing
Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing
Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing
Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing
Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing
Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing
Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing Hebbian Learning and Negative Feedback Networks: Advanced Information and Knowledge Processing

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