MLRMPA: A package for Multilinear Regression Model Population Analysis

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This package provides Multilinear Regression Model Population Analysis to build a pool of models between quantitative activity and chemical descriptors. Also some useful model validation functions. Contains all molecular descriptors of 101 organic compounds and acticity dataset.

Author
Meihong Xie and Xiaoyun Zhang
Date of publication
2013-09-12 08:05:20
Maintainer
Xiaoyun Zhang <xyzhang@lzu.edu.cn>
License
GPL-2
Version
1.0

View on CRAN

Man pages

activity
Setschenow Contants of 101 Organic Compounds
deleted_descriptor
The Name of Non-information Descriptors
descriptor
Chemical Descriptors of All 101 Organic Compounds
lmcv
LOOCV
MLRMPA-package
Multiple Linear Regression Model Population Analysis
plotcor
Histogram Plot of Correlation Distribution
plotvar
Histogram Plot of Variance Distribution
Qsquared.ext
Squared-Q of the Test Set
Rsquared
Squared-R
scale_MinMax
Min-Max Normalization
stepMLRMPA
Multiple Linear Regression Model Population Analysis
VarCor
VarCor Selection and Dataset Partition
vif
Variance Inflation Factor

Files in this package

MLRMPA
MLRMPA/NAMESPACE
MLRMPA/data
MLRMPA/data/descriptor.rda
MLRMPA/data/activity.rda
MLRMPA/data/deleted_descriptor.rda
MLRMPA/R
MLRMPA/R/Rsquared.R
MLRMPA/R/plotcor.R
MLRMPA/R/scale_MinMax.R
MLRMPA/R/vif.R
MLRMPA/R/VarCor.R
MLRMPA/R/lmcv.R
MLRMPA/R/plotvar.R
MLRMPA/R/Qsquared.ext.R
MLRMPA/R/stepMLRMPA.R
MLRMPA/MD5
MLRMPA/DESCRIPTION
MLRMPA/man
MLRMPA/man/descriptor.Rd
MLRMPA/man/plotvar.Rd
MLRMPA/man/VarCor.Rd
MLRMPA/man/vif.Rd
MLRMPA/man/plotcor.Rd
MLRMPA/man/MLRMPA-package.Rd
MLRMPA/man/scale_MinMax.Rd
MLRMPA/man/lmcv.Rd
MLRMPA/man/Rsquared.Rd
MLRMPA/man/stepMLRMPA.Rd
MLRMPA/man/Qsquared.ext.Rd
MLRMPA/man/deleted_descriptor.Rd
MLRMPA/man/activity.Rd