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Titlebook: Advances in Natural Computation; Second International Licheng Jiao,Lipo Wang,Feng Wu Conference proceedings 2006 Springer-Verlag Berlin Hei

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Lecture Notes in Computer Sciencehttp://image.papertrans.cn/a/image/149083.jpg
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https://doi.org/10.1007/978-3-658-21300-8n the relative difference between the generalization error and leave-one-out error for classification learning algorithm under the condition of leave-one-out stability by using Markov’s inequality, and then this bound is used to estimate the generalization error of classification learning algorithm.
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Karsten Berns,Klaus Dressler,Martin Thulgood accuracy can be obtained when classifiers work under the subspace. Based on the proposed ULLELDA (Unified LLE and linear discriminant analysis) algorithm, an ensemble version of the ULLELDA (En-ULLELDA) is proposed by perturbing the neighbor factors of the LLE algorithm. Here many component lea
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Tobias Peschke,Philipp Münch,Daniel Görgestterns of different classes overlap in some regions in the feature space. In the past, many researchers developed various adaptive or discriminant metrics to improve its performance. In this paper, we demonstrate that an extremely simple adaptive distance measure significantly improves the performan
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Commercial Vehicle Technology 2020/2021inuous state spaces. To improve the generalization ability of function approximation, kernel-based reinforcement learning becomes one of the most promising methods in recent years. But one main difficulty in kernel methods is the computational and storage costs of kernel matrix whose dimension is eq
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Commercial Vehicle Technology 2020/2021ing power, double or triple cascade spectrophotometer, and narrow slits have been employed, but the total flux of the radiation available decreases accordingly, resulting in a lower signal-to-noise ratio (SNR) and a longer measure time. However, the spectral resolution can be improved by mathematica
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