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Regression Analysis with Identifiability Condition and Margin Function

Abstract --

Regression is an important problem in information retrieval and other applications.A good regression algorithm should have good generalization bound, which means the gap between the expected error and empirical error is not large. Among the existing regression algorithms, the regression with  -insensitive pinball loss is a special one. In this paper, we intend to study the generalization bound for the regression with special setting.

Keywords -- Regression, Pinball Loss,  -Insensitive Pinball Loss.

References --

[1]   W. Gao, T. Xu, Characteristics of optimal function for ontology similarity measure viamulti-dividing, Journal of networks, 7(8) (2012), 1251-1259.

[2]   W. Gao, T. Xu, Stability analysis of learning algorithms for ontology similarity computation,Abstract and Applied Analysis, Volume 2013, Article ID 174802, 9 pages, http://dx.doi.org/10.1155/2013/174802.

[3]   W. Gao, Y. Zhang, T. Xu, J. Zhou, Analysis for learning a similarity function with Ontology applications, Journal of Information and Computational Science, 9 (17) (2012),

[4]    W. Gao, Y. Gao, Y. Zhang, Strong and weak stability of k-partite ranking algorithm,Information. 2012, 15(11A): 4585-4590.

[5]   W. Gao, Y. Gao, L. Liang, Diffusion and harmonic analysis on hypergraph and application in ontology similarity measure and ontology mapping, Journal of Chemical and Pharmaceutical Research, 5(9)(2013), 592-598.

[6]   W. Gao, Y. Gao, L. Liang, Adaptation procedure for multi-dividing ontology algorithm, Information Technology Journal, 12(14) (2013) 3005-3009.

[7]   R.Koenker,G.Bassett, Regression quantiles, Econometrica, 46 (1978), 33-50.

[8]  D. Xiang, T. Hu, D. Zhou, Approximation Analysis of Learning Algorithms for Suppor Vector Regression and Quantile Regression, Journal of Applied Mathematics, 2012,doi:10.1155/2012/902139.

[9]    D. L. Donoho, I. M. Johnstone, Ideal spatial adaptation via wavelet shrinkage,Biometrika, 81 (1994), 425-455.

[10]  J. M. Loubes, S. van de Geer, Adaptive estimation, using soft thresholding type penalties,Statistica Neerlandica, 56 (2002), 453-478.

 

 

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About the Author

Wei Gao

Wenfei Xi1

1School of Tourism and Geographic Sciences, Yunnan Normal University Kunming 650500, China

Nishu911@163.com

Wei Gao2

2School of Information, Yunnan Normal University, Kunming 650500, China

Lei Xia3

3School of Tourism and Geographic Sciences, Yunnan Normal University Kunming 650500, China

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