File:NadarayaWatson.png

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NadarayaWatson.png (480 × 480 pixels, file size: 10 KB, MIME type: image/png)

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Summary

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Description
English: Nadaraya Watson estimator for different bandwidths (red, green, blue) and linear regression estimator.
Date
Source Own work
Author Sigbert

The R program creates the PNG file:

library(np)
library(mlbench)
data(BostonHousing)
s <- sort(BostonHousing[,13], index.return=T)
x <- BostonHousing[s$ix,13]
y <- BostonHousing[s$ix,14]
lr <- lm (y~x)
nw  <- npreg(y~x)
nw2 <- npreg(y~x, bws=nw$bw/3)
nw3 <- npreg(y~x, bws=nw$bw*3)
png("NW.png")
plot(x, y, xlab="Anteil der Unterschichtbevölkerung pro Bezirk (in %)", ylab="Mittlerer Hauspreis  pro Bezirk (in 1000 US$)", main="Boston Housing Daten", cex=0.5)
abline(lr, lwd=2)
lines(x, fitted(nw), lwd=2, col="red")
lines(x, fitted(nw2), lwd=2, col="blue")
lines(x, fitted(nw3), lwd=3, col="green")
dev.off()
 
This chart was created with R.

Licensing

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Public domain I, the copyright holder of this work, release this work into the public domain. This applies worldwide.
In some countries this may not be legally possible; if so:
I grant anyone the right to use this work for any purpose, without any conditions, unless such conditions are required by law.

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Date/TimeThumbnailDimensionsUserComment
current11:29, 21 June 2010Thumbnail for version as of 11:29, 21 June 2010480 × 480 (10 KB)Sigbert (talk | contribs){{Information |Description={{en|1=Nadaraya Watson estimator for different bandwidths (red, green, blue) and linear regression estimator.}} |Source={{own}} |Author=Sigbert |Date=2010-06-21 |Permission= |other_versions= }} [[Category:Stati

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