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Neural networks

Simon Haykin
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The article was published on 1994-01-01 and is currently open access. It has received 607 citations till now. The article focuses on the topics: Artificial neural network.

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Citations
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Journal ArticleDOI

A joint band prioritization and band-decorrelation approach to band selection for hyperspectral image classification

TL;DR: A joint band-prioritization and band-decorrelation approach to band selection is considered for hyperspectral image classification and it is shown that the proposed band-selection method effectively eliminates a great number of insignificant bands.
Journal ArticleDOI

Voting based extreme learning machine

TL;DR: The proposed method incorporates the voting method into the popular extreme learning machine (ELM) in classification applications and generally outperforms the original ELM algorithm as well as several recent classification algorithms.
Journal ArticleDOI

Stability of stochastic delay neural networks

TL;DR: The main aim of this paper is to discuss almost sure exponential stability for a stochastic delay neural network d x(t)=[−Bx (t)+Ag(x τ (t))] d t+σ(x(t),g(xτ (t),t) d w( t) .
Journal ArticleDOI

Leakage delays in BAM

TL;DR: In this paper, the authors generalized the bidirectional associative memory (BAM) model with discrete time delays in the leakage (or forgetting) terms and derived two sets of delay dependent sufficient conditions for the existence of a unique equilibrium and its asymptotic and exponential stability.

Segmentation of Fingerprint Images

TL;DR: An algorithm for the segmentation of fingerprints that uses three pixel features, being the coherence, the mean and the variance, for classification per pixel and performs equally well in rejecting false fingerprint features from the noisy background.
References
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MonographDOI

Combining Pattern Classifiers

TL;DR: This combining pattern classifiers methods and algorithms helps people to enjoy a good book with a cup of coffee in the afternoon, instead they cope with some harmful virus inside their computer.
Journal ArticleDOI

A joint band prioritization and band-decorrelation approach to band selection for hyperspectral image classification

TL;DR: A joint band-prioritization and band-decorrelation approach to band selection is considered for hyperspectral image classification and it is shown that the proposed band-selection method effectively eliminates a great number of insignificant bands.
Journal ArticleDOI

Voting based extreme learning machine

TL;DR: The proposed method incorporates the voting method into the popular extreme learning machine (ELM) in classification applications and generally outperforms the original ELM algorithm as well as several recent classification algorithms.
Journal ArticleDOI

Stability of stochastic delay neural networks

TL;DR: The main aim of this paper is to discuss almost sure exponential stability for a stochastic delay neural network d x(t)=[−Bx (t)+Ag(x τ (t))] d t+σ(x(t),g(xτ (t),t) d w( t) .
Journal ArticleDOI

Leakage delays in BAM

TL;DR: In this paper, the authors generalized the bidirectional associative memory (BAM) model with discrete time delays in the leakage (or forgetting) terms and derived two sets of delay dependent sufficient conditions for the existence of a unique equilibrium and its asymptotic and exponential stability.