Open Access Open Access  Restricted Access Subscription or Fee Access

The Procedure of Kriging Variance Estimation Based on Semi parametric Bootstrapping in Deterministic Simulation

Elmanani Simamora, Subanar , Sri Haryatmi Kartiko

Abstract


A new procedure, semi parametric bootstrapping, is proposed to estimate kriging variance that is not biased in deterministic simulation. There are two new algorithms generated from this procedure. They are direct bootstrapping and non-direct bootstrapping algorithms. To test these procedures in order to work well, a multi-modal test function is used with varied input dimensions (which enable high dimensions). The treatment for the generic estimator of the two algorithms and an increase of the estimator based on plug-in kriging prediction are examined in two things. First, it is based on the increase of bootstrap sample and second there are many points observed. Based on the results of the simulation, the general correlation among the three estimators is obtained.

Keywords


Kriging Variance, Semi parametric Bootstrapping, Simulation, Algorithm.

Full Text:

PDF


Disclaimer/Regarding indexing issue:

We have provided the online access of all issues and papers to the indexing agencies (as given on journal web site). It’s depend on indexing agencies when, how and what manner they can index or not. Hence, we like to inform that on the basis of earlier indexing, we can’t predict the today or future indexing policy of third party (i.e. indexing agencies) as they have right to discontinue any journal at any time without prior information to the journal. So, please neither sends any question nor expects any answer from us on the behalf of third party i.e. indexing agencies.Hence, we will not issue any certificate or letter for indexing issue. Our role is just to provide the online access to them. So we do properly this and one can visit indexing agencies website to get the authentic information. Also: DOI is paid service which provided by a third party. We never mentioned that we go for this for our any journal. However, journal have no objection if author go directly for this paid DOI service.