A New and Efficient Estimation Method for the Generalized Pareto Distribution
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Summary
An efficient new estimator is proposed, which is computationally easy, free from the problems observed in traditional approaches, and performs well compared with existing estimators.
- Type
- article
- Published
- 2009-08-01
- Cited by
- 100
- References
- 16
- OpenAlex
- https://openalex.org/W1963735520
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:207016966
Keywords
Generalized Pareto distribution, Estimator, Moment (physics), Pareto principle, Pareto distribution
References
- Models for exceedances over high thresholds
- Goodness-of-Fit Tests for the Generalized Pareto Distribution
- Use of the Gibbs Sampler to Obtain Conditional Tests, with Applications
- Estimation of the long‐term variability of extreme significant wave height using a time‐dependent Peak Over Threshold (POT) model
- LIKELIHOOD MOMENT ESTIMATION FOR THE GENERALIZED PARETO DISTRIBUTION
- Statistical Inference Using Extreme Order Statistics
- A hybrid estimator for generalized pareto and extreme-value distributions
- Fitting the Generalized Pareto Distribution to Data
- Fitting the generalized Pareto distribution to data using maximum goodness-of-fit estimators
- Parameter and quantile estimation for the generalized pareto distribution
- Computing Maximum Likelihood Estimates for the Generalized Pareto Distribution
- Powerful goodness‐of‐fit tests based on the likelihood ratio
- Extreme Value Analysis of Environmental Time Series: An Application to Trend Detection in Ground-Level Ozone
- Fitting the Generalized Pareto Distribution to Data
- Computing Maximum Likelihood Estimates for the Generalized Pareto Distribution
- Threshold Methods for Sample Extremes
- Modelling Excesses over High Thresholds, with an Application
Cited by
- Very Good Importance Sampling
- Bias-corrected maximum likelihood estimation of the parameters of the generalized Pareto distribution
- A quantile estimation for massive data with generalized Pareto distribution
- Improved Estimates of the European Winter Windstorm Climate and the Risk of Reinsurance Loss Using Climate Model Data
- A comparison of estimators for the generalised Pareto distribution
- Variability of extreme events in the Colombian Pacific and Caribbean catchment basins
- The generalized Pareto distribution fitted to research outputs of countries
- A Median Regression Model to Estimate the Parameters of the Three-Parameter Generalized Pareto Distribution
- A new unsupervised threshold determination for hybrid models
- The Determination of Probability Distributions of Annual, Seasonal and Monthly Precipitation in Korea
- Empirical Bayesian estimation of location of the Cauchy distribution
- Likelihood inference for generalized Pareto distribution
- Use of crash surrogates and exceedance statistics to estimate road safety.
- Value at Risk with Peaks over Threshold: Comparison Study of Parameter Estimation
- Estimation of radar threshold in environments with unknown distribution
- Estimation of the Shape Parameter of a Generalized Pareto Distribution Based on a Transformation to Pareto Distributed Variables
- Improving on Estimation for the Generalized Pareto Distribution
- Intensity Based Estimation of Extreme Loss Event Probability and Value-at-Risk
- Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC
- Estimating extreme tail risk measures with generalized Pareto distribution
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