NDLI: A simple, homogeneous parallel PCA network

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Volume 3 - 1993

Proceedings Of 1993 International Joint Conference On Neural Networks

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New regular moment invariants to classify elongated and contracted images

An identification of human faces using bright-spots matrix projection

Extended backpropagation for invariant pattern recognition neural networks

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Number plate recognition by hierarchical neural networks

Designing a neural network for coin recognition by a genetic algorithm

On-line Korean character recognition by using two types of neural networks

Resolution of associative memory's perplexity using additional information and exceptional knowledge

Hopfield neural network-based automatic recognition for 3-D features

Knowledge-based face recognition using neural networks

Analysis on the efficiency of pattern recognition layers using information measures

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A application of vision system for the identification and defect detection on woven fabrics by using artificial neural network

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Aimpoint selection-a heterogeneous neural network approach

Construction of a feature set for character recognition

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A simple, homogeneous parallel PCA network

Content Provider	IEEE Xplore Digital Library
Author	Fyfe, C.
Copyright Year	1993
Description	Author affiliation: Dept. of Comput. Sci., Strathclyde Univ., Glasgow, UK (Fyfe, C.)
Abstract	A form of ANN using interneurons has been shown to be capable of performing a principal component analysis of the input data. A review is given of the algorithm which does this. A model of the interneuron network with a set of more biologically feasible initial conditions has been developed-the weights to and from each interneuron are independent and yet the weights to and from the interneurons are shown to perform a PCA. A new parallel algorithm is proposed using the innate properties of the network. This is shown to converge in a completely parallel and homogeneous fashion to the principal components.
Starting Page	2496
Ending Page	2499
File Size	302078
Page Count	4
File Format	PDF
ISBN	0780314212
DOI	10.1109/IJCNN.1993.714231
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	1993-10-25
Publisher Place	Japan
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Principal component analysis Covariance matrix Biological system modeling Eigenvalues and eigenfunctions Neural networks Neurons Computer science Artificial neural networks Biological information theory Parallel algorithms
Content Type	Text
Resource Type	Article

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