By Fuchun Sun, Jianwei Zhang, Jinde Cao, Wen Yu

ISBN-10: 3540877312

ISBN-13: 9783540877318

The quantity set LNCS 5263/5264 constitutes the refereed lawsuits of the fifth overseas Symposium on Neural Networks, ISNN 2008, held in Beijing, China in September 2008.

The 192 revised papers awarded have been rigorously reviewed and chosen from a complete of 522 submissions. The papers are prepared in topical sections on computational neuroscience; cognitive technological know-how; mathematical modeling of neural platforms; balance and nonlinear research; feedforward and fuzzy neural networks; probabilistic tools; supervised studying; unsupervised studying; aid vector laptop and kernel tools; hybrid optimisation algorithms; laptop studying and information mining; clever regulate and robotics; development attractiveness; audio photo processinc and machine imaginative and prescient; fault analysis; purposes and implementations; purposes of neural networks in digital engineering; mobile neural networks and complex regulate with neural networks; nature encouraged  equipment of high-dimensional discrete information research; development attractiveness and data processing utilizing neural networks.

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Additional resources for Advances in neural networks - ISNN 2008 5th International Symposium on Neural Networks, ISNN 2008, Beijing, China, September 24-28, 2008: proceedings

Example text

Layer V and VI are efferents to motor-related subcortical structures and thalamus separately [9]. Vertically neocortex is columnar organized with elementary module minicolumn. The minicolumn is a discrete module at the layers IV, II, and VI, but connected to others for most neurons of layer III [10]. Considering the vector series V1, V2,…,Vn, vector Vi is divided into sub-vectors in corresponding minicolumns for any i. Each sub-vector represents a sub-component, and is processed independently in its minicolumn.

We also impose orthogonal constraint to cNTF which helps to extract the helpful feature by minimizing the redundancy of different basis functions. 4 Experiments Results In this section we provide the evaluation results of a speaker identification system using ANTF. Aurora2 speech corpus is used to test the recognition performance, which is designed to evaluate speech recognition algorithms in noisy conditions. Different noise classes were considered to evaluate the performance of ANTF against MFCC, MelNMF, Mel-PCA feature and identification accuracy was assessed.

Suppose the delay from the excitation of layer IV pyramidal cell bodies (dendrites) to the excitation of layer III pyramidal cell axon terminals is Δt, and the lasting time of subcomponent A and sub-component B are t1 and t2 respectively (t1, t2>>Δt), B follows A. Then from time 0 to Δt, no Hebbian learning happens at the synaptic junctions between layer III pyramidal cell axons and layer IV pyramidal cell bodies (dendrites), for only the later is exciting. From Δt to t1, the Hebbian learning associates subcomponent A with itself, denoted as learning the ordered pair (A,A).

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Advances in neural networks - ISNN 2008 5th International Symposium on Neural Networks, ISNN 2008, Beijing, China, September 24-28, 2008: proceedings by Fuchun Sun, Jianwei Zhang, Jinde Cao, Wen Yu


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