File:GevDensity.svg

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Original file (SVG file, nominally 630 × 630 pixels, file size: 116 KB)

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Summary

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Description
English: Densities of the Generalized Extreme Value (GEV) Distribution for several shape parameters
Deutsch: Dichtefunktion der Generalisierten Extremwertverteilung (GEV) für unterschiedliche Formparameter
Date
Source Own work based on: GevDensity 2.svg
Author

Gill110951

  • derivative work tobi
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This diagram was created with R.
Source code
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R code

dgev <- function(x, loc = 0, scale = 1, shape = 0){
  t1 <- if(shape == 0) {
    exp(-(x - loc)/scale)
  } else {
    (1 + shape * (x - loc)/scale )^(-1/shape)
  }
  
  d <- 1/scale * t1^(shape + 1) * exp(-t1)
  
  # setting desity to NA outside of range
  outside <- numeric()
  if(shape < 0) outside <- x > loc - scale/shape
  if(shape > 0) outside <- x < loc - scale/shape
  d[outside] <- NA
  
  return(d)
}

draw_support <- function(y, loc = 0, scale = 1, shape = 0, ...) {
  if (shape == 0) segments(x0 = par("xaxp")[1], x1 = par("xaxp")[2], y0 = y, ...)
  
  end <- loc - scale/shape
  if (shape < 0) segments(x0 = par("xaxp")[1], x1 = end, y0 = y, ...)
  if (shape > 0) segments(x0 = end, x1 = par("xaxp")[2], y0 = y, ...)
  points(x = end, y = y, pch = 21, ...)
}


x <- seq(-4, 4, 0.01)
shape <- c("3" = -0.5, "1" = 0, "2" = 0.5)

col <- c("blue", "black", "green")
prob <- seq(0, 1, 0.001)

svg("GevDensity.svg")
par(mar = c(5, 4, 2, 0) + 0.1)
plot(NA, xlim=range(x), ylim=c(-0.05, 0.5), type = "n",
     xlab = expression(italic(x)), ylab = "Density",
     main = "Generalized extreme value densities",
     sub = "horizontal lines denote the support of the distribution")

for(i in seq_along(shape)) {
  lines(x, dgev(x, shape = shape[i]), col=col[i], lwd = 2)
  draw_support(shape = shape[i], col=col[i], y = -i/100 -0.02 )
}

legend("topleft", lwd = 2, col = col, inset = 0.02, 
       title = "all with \u03bc = 0, \u03c3 =  1", 
       legend = paste0("GEV Type ", names(shape), ": \u03be = ", shape))
dev.off()

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I, the copyright holder of this work, hereby publish it under the following license:
w:en:Creative Commons
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This file is licensed under the Creative Commons Attribution-Share Alike 4.0 International license.
You are free:
  • to share – to copy, distribute and transmit the work
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Under the following conditions:
  • attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
  • share alike – If you remix, transform, or build upon the material, you must distribute your contributions under the same or compatible license as the original.

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Date/TimeThumbnailDimensionsUserComment
current15:06, 5 August 2015Thumbnail for version as of 15:06, 5 August 2015630 × 630 (116 KB)T.gauster (talk | contribs)User created page with UploadWizard

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