Sample size extension in stratified sampling: Theory and software implementation
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26110%2F13%3APU109095" target="_blank" >RIV/00216305:26110/13:PU109095 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Sample size extension in stratified sampling: Theory and software implementation
Original language description
In this paper, a recently developed method for extension of sample size in Latin Hypercube Sampling (LHS) is presented. The method can be applied when an initial LH-design is employed for the analysis of functions of random vectors. The paper explains how the statistical, sensitivity and reliability analyses of a function can be divided into a hierarchical sequence of simulations with subsets of samples of a random vector in such a way that (i) the favorable properties of LHS are retained (low number ofsimulations needed for statistically significant estimations of statistical parameters of a function of random vector with low estimation variability); (ii) the simulation process can be halted, e.g., when the estimations reach a certain prescribed statistical significance.An important aspect of the method is that it efficiently simulates subsets of samples of random vectors while focusing on their correlation structure or any other objective function such as some measure of dependence,
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
JM - Structural engineering
OECD FORD branch
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Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2013
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Safety, Reliability, Risk and Life-Cycle Performance of Structures and Infrastructures
ISBN
978-1-138-00086-5
ISSN
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e-ISSN
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Number of pages
8
Pages from-to
2907-2914
Publisher name
Neuveden
Place of publication
New York, USA
Event location
New York
Event date
Jun 16, 2013
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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