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# William Greene, Econometric Analysis, 5e, Chapter 9
open greene5_1.gdt

# Use OLS to initialize the parameters
ols realcons 0 realdpi
genr a = $coeff(0)
genr b = $coeff(realdpi)
genr g = 1.0

# Run NLS with analytical derivatives
nls realcons = a + b * (realdpi^g)
 deriv a = 1
 deriv b = realdpi^g
 deriv g = b * realdpi^g * log(realdpi)
end nls

# Compare result using numerical derivatives
nls realcons = a + b * (realdpi^g)
 params a, b, g
end nls