Modelling data from inside the Earth: local smoothing of mean and dispersion structure in deep drill data

Kauermann G, Kuchenhoff H (2003)
STATISTICAL MODELLING 3(1): 43-64.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Autor*in
Kauermann, GöranUniBi; Kuchenhoff, H
Abstract / Bemerkung
The paper describes the analysis of data originating from the German Deep Drill Program. The amount of 'cataclastic rocks' is modelled with data resulting from a series of measurements taken from deep drill samples ranging from 1000 up to 5000 m depth. The measurements thereby describe the amount of strongly deformed rock particles and serve as indicator for the occurrence of cataclastic shear zones, which are areas of severely 'ground' stones due to movements of different layers in the earth crust. The data represent a 'depth series' as analogue to a 'time series', with mean, dispersion and correlation structure varying in depth. The general smooth structure is thereby disturbed by peaks and outliers so that robust procedures have to be applied for estimation. In terms of statistical modelling technology three different peculiarities of the data have to be tackled simultaneously, that is estimation of the correlation structure, local bandwidth selection and robust smoothing. To do so, existing routines are adapted and combined in new 'two-stage' estimation procedures.
Stichworte
correlated data; local bandwidth; robust smoothing; local smoothing; smoothing
Erscheinungsjahr
2003
Zeitschriftentitel
STATISTICAL MODELLING
Band
3
Ausgabe
1
Seite(n)
43-64
ISSN
0
Page URI
https://pub.uni-bielefeld.de/record/1610012

Zitieren

Kauermann G, Kuchenhoff H. Modelling data from inside the Earth: local smoothing of mean and dispersion structure in deep drill data. STATISTICAL MODELLING. 2003;3(1):43-64.
Kauermann, G., & Kuchenhoff, H. (2003). Modelling data from inside the Earth: local smoothing of mean and dispersion structure in deep drill data. STATISTICAL MODELLING, 3(1), 43-64. https://doi.org/10.1191/1471082X3st048oa
Kauermann, Göran, and Kuchenhoff, H. 2003. “Modelling data from inside the Earth: local smoothing of mean and dispersion structure in deep drill data”. STATISTICAL MODELLING 3 (1): 43-64.
Kauermann, G., and Kuchenhoff, H. (2003). Modelling data from inside the Earth: local smoothing of mean and dispersion structure in deep drill data. STATISTICAL MODELLING 3, 43-64.
Kauermann, G., & Kuchenhoff, H., 2003. Modelling data from inside the Earth: local smoothing of mean and dispersion structure in deep drill data. STATISTICAL MODELLING, 3(1), p 43-64.
G. Kauermann and H. Kuchenhoff, “Modelling data from inside the Earth: local smoothing of mean and dispersion structure in deep drill data”, STATISTICAL MODELLING, vol. 3, 2003, pp. 43-64.
Kauermann, G., Kuchenhoff, H.: Modelling data from inside the Earth: local smoothing of mean and dispersion structure in deep drill data. STATISTICAL MODELLING. 3, 43-64 (2003).
Kauermann, Göran, and Kuchenhoff, H. “Modelling data from inside the Earth: local smoothing of mean and dispersion structure in deep drill data”. STATISTICAL MODELLING 3.1 (2003): 43-64.
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