logistic: Analysis: Logistic

In AgroReg: Regression Analysis Linear and Nonlinear for Agriculture

Analysis: Logistic

Description

Logistic models with three (L.3), four (L.4) or five (L.5) continuous data parameters. This model was extracted from the drc package.

Usage

logistic(
  trat,
  resp,
  npar = "L.3",
  sample.curve = 1000,
  ylab = "Dependent",
  xlab = "Independent",
  theme = theme_classic(),
  legend.position = "top",
  error = "SE",
  r2 = "all",
  ic = FALSE,
  fill.ic = "gray70",
  alpha.ic = 0.5,
  point = "all",
  width.bar = NA,
  scale = "none",
  textsize = 12,
  pointsize = 4.5,
  linesize = 0.8,
  linetype = 1,
  pointshape = 21,
  fillshape = "gray",
  colorline = "black",
  round = NA,
  xname.formula = "x",
  yname.formula = "y",
  comment = NA,
  fontfamily = "sans"
)

Arguments

trat	Numeric vector with dependent variable.
resp	Numeric vector with independent variable.
npar	Number of model parameters
sample.curve	Provide the number of observations to simulate curvature (default is 1000)
ylab	Variable response name (Accepts the expression() function)
xlab	treatments name (Accepts the expression() function)
theme	ggplot2 theme (default is theme_bw())
legend.position	legend position (default is "top")
error	Error bar (It can be SE - default, SD or FALSE)
r2	coefficient of determination of the mean or all values (default is all)
ic	Add interval of confidence
fill.ic	Color interval of confidence
alpha.ic	confidence interval transparency level
point	defines whether you want to plot all points ("all") or only the mean ("mean")
width.bar	Bar width
scale	Sets x scale (default is none, can be "log")
textsize	Font size
pointsize	shape size
linesize	line size
linetype	line type
pointshape	format point (default is 21)
fillshape	Fill shape
colorline	Color lines
round	round equation
xname.formula	Name of x in the equation
yname.formula	Name of y in the equation
comment	Add text after equation
fontfamily	Font family

Details

The three-parameter logistic function with lower limit 0 is

y = 0 + \frac{d}{1+\exp(b(x-e))}

The four-parameter logistic function is given by the expression

y = c + \frac{d-c}{1+\exp(b(x-e))}

The five-parameter logistic function is given by the expression

y = c + \frac{d-c}{1+\exp(b(x-e))^f}

The function is symmetric about the inflection point (e).

Value

The function returns a list containing the coefficients and their respective values of p; statistical parameters such as AIC, BIC, pseudo-R2, RMSE (root mean square error); largest and smallest estimated value and the graph using ggplot2 with the equation automatically.

Author(s)

Model imported from the drc package (Ritz et al., 2016)

Gabriel Danilo Shimizu

Leandro Simoes Azeredo Goncalves

References

Seber, G. A. F. and Wild, C. J (1989) Nonlinear Regression, New York: Wiley & Sons (p. 330).

Ritz, C.; Strebig, J.C.; Ritz, M.C. Package ‘drc’. Creative Commons: Mountain View, CA, USA, 2016.

Examples

library(AgroReg)
data("aristolochia")
attach(aristolochia)
logistic(trat,resp)

AgroReg documentation built on May 29, 2024, 9:13 a.m.