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Small Area Estimation Using the Generalized Linear Models

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21340%2F10%3A00175255" target="_blank" >RIV/68407700:21340/10:00175255 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Small Area Estimation Using the Generalized Linear Models

  • Original language description

    Small area estimation is more and more demanding in these days. This statistic method is based on the use of auxiliary data collected in related small areas, let's say the small area ''borrows strength'' from other small areas. The small area is that area in which the sample size is not large enough to produce direct estimates of adequate precision. We compare linear models with fixed and random effects in this paper. There are given formulas for Empirical Best Linear Unbiased Prediction (EBLUP) and theMean Squared Error (MSE) of EBLUP. Moreover, the models are studied and compared by simulation experiment, there are given related tables and figures. Finally, both models are applied to real data.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BB - Applied statistics, operational research

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2010

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    SPMS 2010 Stochastic and Physical Monitoring Systems

  • ISBN

    978-80-01-04641-8

  • ISSN

  • e-ISSN

  • Number of pages

    12

  • Pages from-to

  • Publisher name

    ČVUT

  • Place of publication

    Praha

  • Event location

    Děčín

  • Event date

    Jun 27, 2010

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article