Uniform asymptotic properties of a nonparametric regression estimator of conditional tails
From MaRDI portal
Publication:500814
DOI10.1214/14-AIHP624zbMath1326.62089OpenAlexW2613125939MaRDI QIDQ500814
Armelle Guillou, Yuri Goegebeur, Gilles Stupfler
Publication date: 5 October 2015
Published in: Annales de l'Institut Henri Poincaré. Probabilités et Statistiques (Search for Journal in Brave)
Full work available at URL: https://projecteuclid.org/euclid.aihp/1435759245
Nonparametric regression and quantile regression (62G08) Asymptotic properties of nonparametric inference (62G20) Nonparametric estimation (62G05) Statistics of extreme values; tail inference (62G32)
Related Items (8)
Estimation of the tail-index in a conditional location-scale family of heavy-tailed distributions ⋮ Estimating the conditional extreme-value index under random right-censoring ⋮ Tail index partition-based rules extraction with application to tornado damage insurance ⋮ Estimation of extreme quantiles from heavy-tailed distributions in a location-dispersion regression model ⋮ On a relationship between randomly and non-randomly thresholded empirical average excesses for heavy tails ⋮ A nonparametric estimator for the conditional tail index of Pareto-type distributions ⋮ Tail index varying coefficient model ⋮ Robust conditional Weibull-type estimation
Cites Work
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Estimation of the conditional tail index using a smoothed local Hill estimator
- Conditional extremes from heavy-tailed distributions: an application to the estimation of extreme rainfall return levels
- The empirical process of some long-range dependent sequences with an application to U-statistics
- A moving window approach for nonparametric estimation of the conditional tail index
- Wiener chaos: Moments, cumulants and diagrams. A survey with computer implementation
- Asymptotic properties of a conditional quantile estimator with randomly truncated data
- Optimal bandwidth selection in nonparametric regression function estimation
- Strong uniform consistency rates for estimators of conditional functionals
- A law of the logarithm for kernel density estimators
- A simple general approach to inference about the tail of a distribution
- Weak and strong uniform consistency of the kernel estimate of a density and its derivatives
- Extreme value analysis of environmental time series: an application to trend detection in ground-level ozone. With comments and a rejoinder by the author
- Kernel estimators of extreme level curves
- On kernel smoothing for extremal quantile regression
- Robust nonparametric estimators of monotone boundaries
- Nonparametric regression estimation of conditional tails: the random covariate case
- Remarks on Some Nonparametric Estimates of a Density Function
- Weak and strong uniform consistency of kernel regression estimates
- NONPARAMETRIC FRONTIER ESTIMATION: A CONDITIONAL QUANTILE-BASED APPROACH
- Statistics of Extremes
- Local Likelihood Smoothing of Sample Extremes
- Uniform strong consistency of a frontier estimator using kernel regression on high order moments
- Tail Index Regression
- Probability Inequalities for Sums of Bounded Random Variables
- On Estimation of a Probability Density Function and Mode
- Generalized Additive Modelling of Sample Extremes
- Complete Convergence and the Law of Large Numbers
- A Measure of Asymptotic Efficiency for Tests of a Hypothesis Based on the sum of Observations
- An empirical process approach to the uniform consistency of kernel-type function estimators
This page was built for publication: Uniform asymptotic properties of a nonparametric regression estimator of conditional tails