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Lagrange Interpolation
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using PyPlot | |
using PyCall | |
function generate_Lᵢ(xs, ys, i) | |
function Lᵢ(x) | |
n, d = 1, 1 | |
for (j, xⱼ) in enumerate(xs) | |
if i == j | |
continue | |
end | |
n *= (x-xⱼ) | |
d *= (xs[i]-xⱼ) | |
end | |
return n / d | |
end | |
return Lᵢ | |
end | |
function generate_pₙ(xs, ys) | |
function pₙ(x) | |
v = 0 | |
for (i, y) in enumerate(ys) | |
Lᵢ = generate_Lᵢ(xs, ys, i) | |
v += Lᵢ(x) * y | |
end | |
return v | |
end | |
return pₙ | |
end | |
xs = 0.5:0.5:2.5 | |
ys = [ | |
0.479425539, | |
0.841470985, | |
0.997494987, | |
0.909297427, | |
0.598472144 | |
] | |
pₙ = generate_pₙ(xs, ys) | |
xs = collect(0.0:0.1:3.0) | |
fig, ax = subplots() | |
ax[:plot](xs, [pₙ(x) for x in xs], label=L"$p_n(x)$") | |
ax[:plot](xs, [sin(x) for x in xs], label=L"$sin(x)$") | |
ax[:legend](loc="lower center") | |
show() |
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