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ILS (version 0.3)

Interlaboratory Study

Description

It performs interlaboratory studies (ILS) to detect those laboratories that provide non-consistent results when comparing to others. It permits to work simultaneously with various testing materials, from standard univariate, and functional data analysis (FDA) perspectives. The univariate approach based on ASTM E691-08 consist of estimating the Mandel's h and k statistics to identify those laboratories that provide more significant different results, testing also the presence of outliers by Cochran and Grubbs tests, Analysis of variance (ANOVA) techniques are provided (F and Tuckey tests) to test differences in means corresponding to different laboratories per each material. Taking into account the functional nature of data retrieved in analytical chemistry, applied physics and engineering (spectra, thermograms, etc.). ILS package provides a FDA approach for finding the Mandel's k and h statistics distribution by smoothing bootstrap resampling.

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Version

Install

install.packages('ILS')

Monthly Downloads

196

Version

0.3

License

GPL (>= 2)

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Maintainer

Miguel Flores

Last Published

January 15th, 2023

Functions in ILS (0.3)

plot.ils.fqcs

Plotting method for 'ils.fqcs' objects
mandel.fqcs

This function is used to compute the FDA Mandel's h and k statistic
plot.ils.fqcdata

Plotting method for 'ils.fqcdata' objects
lab.qcs

Create an object of class 'lab.qcs' to perform statistical quality control. This function is used to compute statistics required for plotting Statitics
lab.qcdata

Quality Control Data
k.qcs

Function to calcute the Mandel's k statistic
lab.aov

Function to compute the AOV
outliers.ils

Detecting outliers for functional dataset
ils.fqcdata

Functional Quality Control Data
ils.fqcs

It developes an object of class 'ils.fqcs'
plot.mandel.fqcs

Plotting method for 'mandel.fqcs' objects
plot.lab.qcdata

Plot method for 'lab.qcdata' objects
plot.lab.qcs

Plot method for 'lab.qcs' objects
IDT

Dataset composed of the initial decomposition temperature (IDT) of different samples of Calcium Oxalate, obtained by 7 different laboratories
DSC

Differential Scanning Calorimetry curves
TG

Thermogravimetry curves
h.qcs

Function to estimate the univariate Mandel's h statistic
cochran.test

Function to compute the Cochran test statistic
Glucose

Glucose in Serum
ILS

Interlaboratoty Study
func.ils.formula

Descriptive measures for functional data.
grubbs.test

Function to compute the Grubbs test statistic
boot.sim.set

Bootstrap samples of a functional statistic