Sharp deviation bounds for quadratic forms

被引:10
作者
Spokoiny V. [1 ]
Zhilova M. [2 ]
机构
[1] Moscow Inst. of Physics and Technology, Weierstrass-Inst. and Humboldt Univ. Berlin, Berlin
[2] Moscow Inst. of Physics and Technology and Weierstrass-Inst. Berlin, Berlin
关键词
deviation bounds; quadratic forms;
D O I
10.3103/S1066530713020026
中图分类号
学科分类号
摘要
This paper presents sharp inequalities for deviation probability of a general quadratic form of a random vector ξ with finite exponential moments. The obtained deviation bounds are similar to the case of a Gaussian random vector. The results are stated under general conditions and do not suppose any special structure of the vector ξ. The obtained bounds are exact (non-asymptotic), all constants are explicit and the leading terms in the bounds are sharp. © 2013 Allerton Press, Inc.
引用
收藏
页码:100 / 113
页数:13
相关论文
共 11 条
[1]  
Baraud Y., A Bernstein-Type Inequality for Suprema of Random Processes with Applications to Model Selection in Non-Gaussian Regression, Bernoulli, 16, 4, pp. 1064-1085, (2010)
[2]  
Boucheron S., Massart P., A High-Dimensional Wilks Phenomenon, Probab. Theory and Rel. Fields, 150, 3, pp. 405-433, (2011)
[3]  
Bretagnolle J., A New Large Deviation Inequality for U-Statistics of Order 2, ESAIM, Probab. Statist., 3, pp. 151-162, (1999)
[4]  
Fan J., Huang T., Profile Likelihood Inferences on Semiparametric Varying-Coefficient Partially Linear Models, Bernoulli, 11, 6, pp. 1031-1057, (2005)
[5]  
Fan J., Zhang C., Zhang J., Generalized Likelihood Ratio Statistics and Wilks Phenomenon, Ann. Statist., 29, 1, pp. 153-193, (2001)
[6]  
Gine E., Latala R., Zinn J., Et al., Exponential and Moment Inequalities for U-Statistics, Birkhäuser Prog. Probab., Vol. 47: High Dimensional Probability II. 2nd Internat. Conf., Univ. Of Washington, DC, USA, August 1-6, 1999, pp. 13-38, (2000)
[7]  
Gotze F., Tikhomirov A.N., Asymptotic Distribution of Quadratic Forms, Ann. Statist., 27, 2, pp. 1072-1098, (1999)
[8]  
Horvath L., Shao Q.-M., Limit Theorems for Quadratic Forms with Applications to Whittle's Estimate, Ann. Appl. Probab., 9, 1, pp. 146-187, (1999)
[9]  
Houdre C., Reynaud-Bouret P., Et al., Exponential Inequalities, with Constants, for U-Statistics of Order Two, Birkhäuser Prog. Probab., Vol. 56: Stochastic Inequalities and Applications, pp. 55-69, (2003)
[10]  
Hsu D., Kakade S.M., Zhang T., A Tail Inequality for Quadratic Forms of Subgaussian Random Vectors, Electron. Commun. Probab., 17, 52, (2012)