On complete convergence for widely orthant-dependent random variables and its applications in nonparametric regression models

TEST - 2014
Xuejuan Wang1, Chen Xu1, Tien-Chung Hu2, Andrei Volodin3, Shuhe Hu1
1School of Mathematical Science, Anhui University, Hefei, People’s Republic of China
2Department of Mathematics, Tsing Hua University, Hsinchu, Taiwan, ROC
3Department of Mathematics and Statistics, University of Regina, Regina, Canada

Tóm tắt

Từ khóa


Tài liệu tham khảo

Asadian N, Fakoor V, Bozorgnia A (2006) Rosenthal’s type inequalities for negatively orthant dependent random variables. JIRSS 5:69–75

Baek JI, Choi IB, Niu SL (2008) On the complete convergence of weighted sums for arrays of negatively associated variables. J Korean Stat Soc 37:73–80

Chen P, Hu TC, Liu X, Volodin A (2008) On complete convergence for arrays of rowwise negatively associated random variables. Theory Probab Appl 52:323–328

Chen Y, Chen A, Ng KW (2010) The strong law of large numbers for extend negatively dependent random variables. J Appl Probab 47:908–922

Chen Y, Yuen KC, Ng KW (2011) Precise large deviations of random sums in presence of negative dependence and consistent variation. Methodol Comput Appl Probab 13:821–833

Chen Y, Wang L, Wang YB (2013) Uniform asymptotics for the finite-time ruin probabilities of two kinds of nonstandard bidimensional risk models. J Math Anal Appl 401:114–129

Christofides TC, Vaggelatou E (2004) A connection between supermodular ordering and positive/negative association. J Multivar Anal 88:138–151

Ebrahimi N, Ghosh M (1981) Multivariate negative dependence. Commun Stat Theory Methods 10:307–337

Fakoor V, Azarnoosh HA (2005) Probability inequalities for sums of negatively dependent random variables. Pak J Stat 21:257–264

Fan Y (1990) Consistent nonparametric multiple regression for dependent heterogeneous processes: the fixed design case. J Multivar Analsis 33:72–88

Georgiev AA (1983) Local properties of function fitting estimates with applications to system identification. In: Grossmann W, Pflug G, Vincze I, Wertz W (eds) Mathematical statistics and applications. Proceedings 4th Pannonian Sump. Math. Statist., 4–10, September, 1983, Bad Tatzmannsdorf, Austria, Reidel, Dordrecht, 1985, pp 141–151

He W, Cheng DY, Wang YB (2013) Asymptotic lower bounds of precise large deviations with nonnegative and dependent random variables. Stat Probab Lett 83:331–338

Hu SH, Zhu CH, Chen YB, Wang LC (2002) Fixed-design regression for linear time series. Acta Mathematica Scientia B 22:9–18

Hu TZ (2000) Negatively superadditive dependence of random variables with applications. Chin J Appl Probab Stat 16:133–144

Joag-Dev K, Proschan F (1983) Negative association of random variables with applications. Ann Stat 11:286–295

Kruglov VM, Volodin A, Hu TC (2006) On complete convergence for arrays. Stat Probab Lett 76:1631–1640

Liang HY (2000) Complete convergence for weighted sums of negatively associated random variables. Stat Probab Lett 48:317–325

Liang HY, Jing BY (2005) Asymptotic properties for estimates of nonparametric regression models based on negatively associated sequences. J Multivar Anal 95:227–245

Liu L (2009) Precise large deviations for dependent random variables with heavy tails. Stat Probab Lett 79:1290–1298

Liu L (2010) Necessary and sufficient conditions for moderate deviations of dependent random variables with heavy tails. Sci China Ser A Math 53:1421–1434

Liu XJ, Gao QW, Wang YB (2012) A note on a dependent risk model with constant interest rate. Stat Probab Lett 82:707–712

Petrov VV (1995) Limit theorems of probability theory: sequences of independent random variables. Clarendon Press, Oxford

Qiu DH, Chang KC, Giuliano AR, Volodin A (2011) On the strong rates of convergence for arrays of rowwise negatively dependent random variables. Stoch Anal Appl 29:375–385

Roussas GG (1989) Consistent regression estimation with fixed design points under dependence conditions. Stat Probab Lett 8:41–50

Roussas GG, Tran LT, Ioannides DA (1992) Fixed design regression for time series: asymptotic normality. J Multivar Anal 40:262–291

Shen AT (2011) Probability inequalities for END sequence and their applications. J Inequal Appl 12, Article ID 98

Shen AT (2013) On asymptotic approximation of inverse moments for a class of nonnegative random variables. Statistics, Article ID 801480. doi: 10.1080/02331888.2013.801480

Shen AT (2013b) Bernstein-type inequality for widely dependent sequence and its application to nonparametric regression models. Abstract Appl Anal 9, Article ID 862602

Shen AT, Wu RC (2013) Strong and weak convergence for asymptotically almost negatively associated random variables. Discret Dyn Nat Soc 7, Article ID 235012

Stone CJ (1977) Consistent nonparametric regression. Ann Stat 5:595–620

Sung SH (2007) Complete convergence for weighted sums of random variables. Stat Probab Lett 77:303–311

Sung SH (2011) On the exponential inequalities for negatively dependent random variables. J Math Anal Appl 381:538–545

Sung SH (2012) A note on the complete convergence for weighted sums of negatively dependent random variables. J Inequal Appl 10. Article ID 158

Tran LT, Roussas GG, Yakowitz S, Van Truong B (1996) Fixed design regression for linear time series. Ann Stat 24:975–991

Wang K, Wang Y, Gao Q (2013) Uniform asymptotics for the finite-time ruin probability of a new dependent risk model with a constant interest rate. Methodol Comput Appl Probab 15:109–124

Wang SJ, Wang WS (2012) Extended precise large deviations of random sums in the presence of END structure and consistent variation. J Appl Math 2012:12. Article ID 436531

Wang XJ, Hu SH, Yang WZ, Ling NX (2010) Exponential inequalities and inverse moment for NOD sequence. Stat Probab Lett 80:452–461

Wang XJ, Hu SH, Shen AT, Yang WZ (2011a) An exponential inequality for a NOD sequence and a strong law of large numbers. Appl Math Lett 24:219–223

Wang XJ, Hu SH, Volodin A (2011b) Strong limit theorems for weighted sums of NOD sequence and exponential inequalities. Bull Korean Math Soc 48:923–938

Wang Y, Cheng D (2011) Basic renewal theorems for a random walk with widely dependent increments and their applications. J Math Anal Appl 384:597–606

Wang Y, Cui Z, Wang K, Ma X (2012) Uniform asymptotics of the finite-time ruin probability for all times. J Math Anal Appl 390:208–223

Wu QY (2006) Probability limit theory for mixing sequences. Science Press of China, Beijing

Wu QY (2010) A strong limit theorem for weighted sums of sequences of negatively dependent random variables. J Inequal Appl 2010:8. Article ID 383805

Wu QY (2012) A complete convergence theorem for weighted sums of arrays of rowwise negatively dependent random variables. J Inequal Appl 2012:10. Article ID 50

Wu QY, Jiang YY (2011) The strong consistency of $$M$$ M estimator in a linear model for negatively dependent random samples. Commun Stat Theory Methods 40:467–491

Yang WZ, Wang XJ, Wang XH, Hu SH (2012) The consistency for estimator of nonparametric regression model based on NOD errors. J Inequal Appl 2012:13. Article ID 140