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BivRegBLS (version 1.1.1)

Tolerance Interval and EIV Regression - Method Comparison Studies

Description

Assess the agreement in method comparison studies by tolerance intervals and errors-in-variables (EIV) regressions. The Ordinary Least Square regressions (OLSv and OLSh), the Deming Regression (DR), and the (Correlated)-Bivariate Least Square regressions (BLS and CBLS) can be used with unreplicated or replicated data. The BLS() and CBLS() are the two main functions to estimate a regression line, while XY.plot() and MD.plot() are the two main graphical functions to display, respectively an (X,Y) plot or (M,D) plot with the BLS or CBLS results. Four hyperbolic statistical intervals are provided: the Confidence Interval (CI), the Confidence Bands (CB), the Prediction Interval and the Generalized prediction Interval. Assuming no proportional bias, the (M,D) plot (Band-Altman plot) may be simplified by calculating univariate tolerance intervals (beta-expectation (type I) or beta-gamma content (type II)). Major updates from last version 1.0.0 are: title shortened, include the new functions BLS.fit() and CBLS.fit() as shortcut of the, respectively, functions BLS() and CBLS(). References: B.G. Francq, B. Govaerts (2016) , B.G. Francq, B. Govaerts (2014) , B.G. Francq, B. Govaerts (2014) , B.G. Francq (2013), PhD Thesis, UCLouvain, Errors-in-variables regressions to assess equivalence in method comparison studies, .

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Version

Install

install.packages('BivRegBLS')

Monthly Downloads

244

Version

1.1.1

License

AGPL-3

Maintainer

Bernard G Francq

Last Published

October 10th, 2019

Functions in BivRegBLS (1.1.1)

CBLS.fit

Fit a Correlated Bivariate Least Square regression (CBLS): estimates table
Aromatics

Aromatics petroleum data
BivRegBLS-package

Tolerance Intervals and Errors-in-Variables Regressions in Method Comparison Studies (Bridging Studies)
FullCIs.XY

Confidence Intervals from OLSv to OLSh by DR and BLS
BLS

Bivariate Least Square regression (BLS)
DR

Deming Regression
FullCIs.MD

Confidence Intervals by CBLS with all potential solutions
BLS.fit

Fit a Bivariate Least Square regression (BLS): estimates table
BLS.ht

Bivariate Least Square regression (BLS)
CBLS

Correlated Bivariate Least Square regression (CBLS)
antilog.pred

Back transforms the results if a logarithmic transformation is used
GraphFullCIs.XY

Plot all the DR and BLS potential solutions
GraphFullCIs.MD

Plot all the CBLS potential solutions
OLSv

Vertical Ordinary Least Square regression
OLSh

Horizontal Ordinary Least Square regression
raw.plot

Raw plot for descriptive statistics
df.WS

Degrees of freedom by Welch-Satterthwaite
MD.plot

Display the CBLS regression, or univariate tolerance intervals in a (M,D) plot
MD.horiz.lines

Tolerance intervals in a (M,D) plot
lambdas

Measurement error variances ratio
desc.stat

Descriptive statistics in method comparison studies
SBP

Systolic blood pressure data
XY.plot

Display the BLS regression in a (X,Y) plot