Download PDF by Long Cheng, Qingshan Liu, Andrey Ronzhin: Advances in Neural Networks – ISNN 2016: 13th International

By Long Cheng, Qingshan Liu, Andrey Ronzhin

ISBN-10: 3319406620

ISBN-13: 9783319406626

ISBN-10: 3319406639

ISBN-13: 9783319406633

This publication constitutes the refereed lawsuits of the thirteenth foreign Symposium on Neural Networks, ISNN 2016, held in St. Petersburg, Russia in July 2016. The eighty four revised complete papers provided during this quantity have been conscientiously reviewed and chosen from 104 submissions. The papers disguise many issues of neural network-related learn together with sign and picture processing; dynamical behaviors of recurrent neural networks; clever regulate; clustering, class, modeling, and forecasting; evolutionary computation; and cognition computation and spiking neural networks.

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Extra info for Advances in Neural Networks – ISNN 2016: 13th International Symposium on Neural Networks, ISNN 2016, St. Petersburg, Russia, July 6-8, 2016, Proceedings

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29(1), 40–51 (2007) 7. : Exploiting manifold geometry in hyperspectral imagery. IEEE Trans. Geosci. Remote Sens. 43(3), 441–454 (2005) 8. : Manifold-learning-based feature extraction for classification of hyperspectral data: a review of advances in manifold learning. IEEE Signal Process. Mag. 31(1), 55–66 (2014) 9. : A novel supervised dimensionality reduction algorithm: graph-based fisher analysis. Pattern Recogn. 45(4), 1471–1481 (2012) 10. : Locality preserving projections. In: Neural Information Processing Systems, vol.

Geosci. Remote Sens. 52(5), 2666–2677 (2014) 16. : Nonparametric weighted feature extraction for classification. IEEE Trans. Geosci. Remote Sens. 42(5), 1096–1105 (2004) Individual Independent Component Analysis on EEG: Event-Related Responses Vs. cn Abstract. Independent component analysis (ICA) is often used to spatially filter event-related potentials (ERPs). When an oddball paradigm is applied to elicit ERPs, difference wave (DW, responses of deviant stimuli minus those of standard ones) is often used to remove the common responses between the deviant and the standard.

Then, the optimal solutions of T are the eigenvectors corresponding to the r maximum eigenvalues of the following generalized eigenvalue problem: XLw XT T ¼ kXLb X T T ð9Þ It is easy to show that the matrices Lw and Lb are symmetric and positive semidefinite. We sort the eigenvalues of Eq. (9) in descending order and align the first r corresponding eigenvectors w0 ; w1 ; . ; wrÀ1 . T ¼ ½w0 ; w1 ; . ; wrÀ1 Š is the wanted matrix. 3 Experiment Results and Discussion The Indian Pines hyper spectral dataset is used to test the performance of the proposed classification framework, as well as the manifold-based feature extraction method, LPDA.

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Advances in Neural Networks – ISNN 2016: 13th International Symposium on Neural Networks, ISNN 2016, St. Petersburg, Russia, July 6-8, 2016, Proceedings by Long Cheng, Qingshan Liu, Andrey Ronzhin


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