Simultaneous estimation of several percentiles

Extended P² quantile estimator.

Abstract

In many simulation studies the performance of the modeled system is characterized only by mean values of the performance indices. However, the percentiles are more informative in sum marizing the performance. Several simultaneous percentiles, pre sented for example in the form of the boxplot, provide the analyst with better understanding of the system’s behaviour. The simultaneous estimation of several percentiles is a cumber some task. The extended P2-algorithm proposed in this study significantly reduces the computation of the estimation. The algorithm simultaneously estimates several percentiles without storing and sorting the observations. Empirical validation studies indicate the algorithm can be used in simulation studies.

Reference

Kimmo E E Raatikainen “Simultaneous estimation of several percentiles” (1987) DOI: 10.1177/003754978704900405

@Article{raatikainen1987,
  title = {Simultaneous estimation of several percentiles},
  abstract = {In many simulation studies the performance of the modeled system is characterized only by mean values of the performance indices. However, the percentiles are more informative in sum marizing the performance. Several simultaneous percentiles, pre sented for example in the form of the boxplot, provide the analyst with better understanding of the system's behaviour. The simultaneous estimation of several percentiles is a cumber some task. The extended P2-algorithm proposed in this study significantly reduces the computation of the estimation. The algorithm simultaneously estimates several percentiles without storing and sorting the observations. Empirical validation studies indicate the algorithm can be used in simulation studies.},
  volume = {49},
  issn = {1741-3133},
  url = {http://dx.doi.org/10.1177/003754978704900405},
  doi = {10.1177/003754978704900405},
  number = {4},
  journal = {SIMULATION},
  publisher = {SAGE Publications},
  author = {Raatikainen, Kimmo E E},
  year = {1987},
  month = {oct},
  pages = {159–163}
}