reviewEcographyOct 3, 2005GREEN OA

The concepts of bias, precision and accuracy, and their use in testing the performance of species richness estimators, with a literature review of estimator performance

Stellenbosch University · Institute of Zoology · +1 more institution

Indexed incrossrefdoaj

Abstract

The purpose of this review is to clarify the concepts of bias, precision and accuracy as they are commonly defined in the biostatistical literature, with our focus on the use of these concepts in quantitatively testing the performance of point estimators (specifically species richness estimators). We first describe the general concepts underlying bias, precision and accuracy, and then describe a number of commonly used unscaled and scaled performance measures of bias, precision and accuracy (e.g. mean error, variance, standard deviation, mean square error, root mean square error, mean absolute error, and all their scaled counterparts) which may be used to evaluate estimator performance. We also provide…

Citation impact

847
total citations
FWCI
17.66
Percentile
100%
References
117
Citations per year

Authors

2

Topics & keywords

Keywords
  • Estimator
  • Jackknife resampling
  • Variance (accounting)
  • Statistics
  • Mean squared error
  • Standard error
  • Computer science
  • Resampling
UN Sustainable Development Goals
  • Life in Land
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