ClaimsNassim Taleb

“We introduce a novel approach to apply extreme value theory to fat-tailed variables that have a remote, but nonetheless finite upper bound”

Nassim Taleb, paper author (abstract) 18 May 2015 On the statistical properties and tail risk of violent conflicts (arXiv) archived copy

Factual Science and research methods

The paper introduces a novel approach applying extreme value theory to fat-tailed variables that have a remote but finite upper bound.

Unresolvable The public record could not settle it.

Factual: Statements about the present or the past, checked against the record: did they hold up?

What would count as true or false

True: the paper presents a method for applying extreme value theory to fat-tailed variables with a finite but remote upper bound (for example a log-transformation or 'dual distribution'), and no earlier published work introduced substantially the same approach. Mostly true: the paper does present such a method, but closely related earlier work exists, so its novelty is somewhat overstated. Mixed: the method is mainly an adaptation of existing techniques, with only modest new elements. Mostly false: the paper applies extreme value theory to bounded fat-tailed data, but essentially the same approach had already been published. False: the paper contains no such method.

Set before the research began.

Evidence (4)

  1. E1 Extreme value statistics for truncated Pareto-type distributions arXiv (ar5iv rendering)

    “This approach appears to be new and allows to bridge tail models with \(\xi=-1\) and Pareto models in the sense that the Pareto-type distributions are considered as limits of truncated Pareto-type distributions.”
  2. E2 Extreme value statistics for truncated Pareto-type distributions arXiv (ar5iv rendering)

    “Recently attention has been drawn to practical problems with the use of unbounded Pareto distributions, for instance when there are natural upper bounds that truncate the probability tail.”
  3. E3 Parameter Estimation for the Truncated Pareto Distribution Journal of the American Statistical Association (Aban, Meerschaert, Panorska) · March 2006

    “InsomeapplicationsthereisanaturalupperboundontheprobabilitytailthattruncatestheParetolaw.”
  4. E4 Parameter Estimation for the Truncated Pareto Distribution Journal of the American Statistical Association (Aban, Meerschaert, Panorska) · March 2006

    “Alloftheresultsinthissectionandtheprevioussectionalsoapplytothatcase,becauseY=lnXhasatruncatedshiftedexponentialdistributionwithP(Y>y)=e−α(y−lnγ)−(γ/ν)α1−(γ/ν)αforlnγ≤y≤lnνifandonlyifXhasatruncatedParetodistribution.”

Reasoning

None of the evidence describes the content of the subject's 2015 paper, so nothing independent shows what method it presents or how it compares with earlier work. E3 and E4 (JASA, 2006) show that earlier work estimated parameters for truncated Pareto distributions, including through a log transformation. E1 and E2 show that other authors have also worked on extreme value statistics for truncated Pareto-type distributions, but the material gives no date for that work. This suggests related earlier work existed, but without a description of the paper's own approach, the evidence cannot show whether it is substantially the same, a modest adaptation or new.

Cite this claim

Nassim Taleb, “The paper introduces a novel approach applying extreme value theory to fat-tailed variables that have a remote but finite upper bound.” (said 18 May 2015). Verdict: unresolvable. Reliability API, claim c_f5ec57c64f72, method 0.1.0+28da144b, dataset release v1.1.2. https://epistacklabs.com/claims/c_f5ec57c64f72

This claim is in dataset release v1.1.2, with the same verdict.

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All of them

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