×

Nonparametric estimates of distribution density constructed by dependent observations and approximation accuracy. (English) Zbl 1433.62100

Summary: On the probabilistic space \(( \Omega,\mathrm{F}, \mathrm{P})\), a two-component stationary (in the narrow sense) sequence \(\{\xi_i X_i\}_{i\ge 1}\) is given, where \(\{\xi_i\}_{i\ge 1}(\xi_i : \Omega \to \Xi)\) is a controlling sequence, and the members of the sequence \(\{X_i\}_{i\ge 1}X_i:\Omega\to R\) are observations on some random variable \(X\). The cases of conditional independence and chainwise dependence of these observations are considered. Using observations \(\{X_i\}_{i\ge 1}\), kernel observations of Rosenblatt-Parzen type of an unknown density of the variable \(X\) are constructed. The upper bounds of the mathematical expectations are established for the integral of the standard deviation of the obtained estimates from \(f(x)\).

MSC:

62G05 Nonparametric estimation
62G07 Density estimation
60F17 Functional limit theorems; invariance principles
60J10 Markov chains (discrete-time Markov processes on discrete state spaces)

References:

[1] Bokuchava I. V., Kvatadze Z. A. and Shervashidze T. L.(1985) On limit theorems for random vectors controlled by a Markov chain. Probability Theory and Mathematical Statistics, I: 231-250. Vilnius (Lithuania). · Zbl 0647.60028
[2] Rosenblatt M. (1956) Remarks on some nonparametric estimates of a density function. Ann. Math. Statist., 27: 832-837, Chicago, USA. · Zbl 0073.14602
[3] Parzen E. (1962) On estimation of a probability density function and mode. Ann. Math. Statist., 33: 1065-1076. Stanford, USA. · Zbl 0116.11302
[4] Watson G. S., Leadbetter M. R. (1963) On the estimation of the probability density. I. Ann. Math. Statist., 34: 480-491, Toronto, Canada. · Zbl 0113.34504
[5] Mania G. M. (1974) Statisticheskoe otsenivanie raspredeleniia veroiatnostei. Tbilisi (in Russian).
[6] Nadaraya E. A. (1983) Neparametricheskoe otsenivanie plotnosti veroiatnostei i krivoi regressii. Tbilisi (in Russian). · Zbl 0579.62028
[7] Chencov. N. N. (1962) Otsenka neizvestnoi plotnosti raspredeleniia po nabliudeniiam. Dokl. AN SSSR,147, I: 643-648 M. (in Russian).
[8] Devroi L., Diorfi L. (1988) Neparametricheskoe otsenivanie plotnosti L1 podkhod 408s. М. (in Russian).
[9] Mnacakanov R. M., Khmaladze E. B. (1981) Ob L1 skhodimosti statisticheskikh iadernykh otsenok plotnosti raspredelenii. Dokl. AN SSSR 258, 5: 1052-1055. M. (in Russian).
This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching.