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dev/script/tutorial/66_WeightedPolynomialFit.js
2018-04-17 12:05:48 +02:00

42 lines
1.4 KiB
JavaScript
Executable File

///////////////////////////////////////////////////////////////////////////////////////////////////
// Example if fitting with weights
///////////////////////////////////////////////////////////////////////////////////////////////////
run("mathutils")
run("plotutils")
fx = [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0]
fy = [36.0, 66.0, 121.0, 183.0, 263.0, 365.0, 473.0, 603.0, 753.0, 917.0]
num_samples = fx.length
p=plot(fy, "Observed Data", xdata=fx)[0]
p.setLegendVisible(true)
pars_polynomial= fit_polynomial(fy, fx, 1, null)
func = new PolynomialFunction(pars_polynomial)
plot_function(p, func, "1st order", fx)
var w = []; size=num_samples; while(size--) w.push(1.0);
w[5]=20.0
pars_polynomial= fit_polynomial(fy, fx, 1, null, w)
func = new PolynomialFunction(pars_polynomial)
plot_function(p, func, "1st order Weighted: " + w , fx)
pars_polynomial= fit_polynomial(fy, fx, 2, null, w)
func = new PolynomialFunction(pars_polynomial)
plot_function(p, func, "2nd order" + w , fx)
for (var xp in fx){
print (fx[xp] + " " + poly(fx[xp], pars_polynomial))
}
print ("")
w = [ 10.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 10.0]
pars_polynomial= fit_polynomial(fy, fx, 2, null, w)
func = new PolynomialFunction(pars_polynomial)
plot_function(p, func, "2n order Weighted: " + w , fx)
for (var xp in fx){
print (fx[xp] + " " + poly(fx[xp], pars_polynomial))
}