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Trimmed and winsorized semiparametric estimator for left-truncated and right-censored regression models
Korea University.
Umeå University, Faculty of Social Sciences, Umeå School of Business and Economics (USBE), Statistics.
2015 (English)In: Metrika (Heidelberg), ISSN 0026-1335, E-ISSN 1435-926X, Vol. 78, no 4, 485-495 p.Article in journal (Refereed) Published
Abstract [en]

For a linear regression model subject to left-truncation and right-censoring where the truncation and censoring points are known constants (or always observed if random), Karlsson and Laitila (Stat Probab Lett 78:2567–2571,2008) proposed a semiparametric estimator which deals with left-truncation by trimming and right-censoring by ‘winsorizing’. The estimator was motivated by a zero moment condition where a transformed error term appears with trimmed and winsorized tails. This paper takes the semiparametric estimator further by deriving the asymptotic distribution that was not shown in Karlsson and Laitila (Stat Probab Lett 78:2567–2571,2008) and discusses its implementation aspects in practice, albeit brief.

Place, publisher, year, edition, pages
Springer, 2015. Vol. 78, no 4, 485-495 p.
Keyword [en]
Left truncation, Right censoring, LTRC, Semiparametrics, Trimmed mean, Winsorized mean
National Category
Probability Theory and Statistics
Research subject
Statistics
Identifiers
URN: urn:nbn:se:umu:diva-95573DOI: 10.1007/s00184-014-0513-9ISI: 000351703800007OAI: oai:DiVA.org:umu-95573DiVA: diva2:761313
Available from: 2014-11-06 Created: 2014-11-03 Last updated: 2017-12-05Bibliographically approved

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Karlsson, Maria

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