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Created February 23, 2015 12:02
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Interpolations with ApproXD
{
"metadata": {
"language": "Julia",
"name": "",
"signature": "sha256:72749815101a8e48afe15148e89ea7bf00eef3dd786617ebbd020df14c76092c"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Irregular interpolation in [ApproXD.jl](https://github.com/floswald/ApproXD.jl/)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"using ApproXD, Dierckx, Grid, PyPlot, PyCall\n",
"@pyimport seaborn as sns"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"INFO: Loading help data...\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The goal of this exercise is to find an approximation of a non-linear function of the kind often used in economics (the below function can be interpreted as CRRA with risk aversion parameter 2) on an irregular grid:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Function to interpolate\n",
"f(x::Float64) = -(x^(-1.0))\n",
"\n",
"# Grids for interpolation (regular/irregular)\n",
"xmin = 0.1\n",
"xmax = 10.0\n",
"xpoints = 20\n",
"\n",
"xgrid = linspace(xmin, xmax, xpoints)\n",
"\n",
"x_irrgrid = Array(Float64, xpoints)\n",
"x_irrgrid[1] = log(xmin + 1.0)\n",
"x_irrgrid[end] = log(xmax + 1.0)\n",
"x_irrgrid = linspace(x_irrgrid[1], x_irrgrid[end], xpoints)\n",
"x_irrgrid = exp(x_irrgrid) - 1.0;\n",
"\n",
"# Evaluate functions on grid points\n",
"V_1D = Array(Float64, xpoints)\n",
"V_1D_irr = similar(V_1D)\n",
"\n",
"for i = 1:xpoints\n",
" V_1D[i] = f(xgrid[i])\n",
" V_1D_irr[i] = f(x_irrgrid[i])\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As reference points, we will use [Grid.jl](https://github.com/timholy/Grid.jl), which only accepts regularly spaced grids (to ensure we're using ApproXD.jl correctly) and [Dierckx.jl](https://github.com/kbarbary/Dierckx.jl), which performs spline interpolation on irregular grids:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Grid (regular grid only)\n",
"xrange = range(xgrid[1], xgrid[2]-xgrid[1], xpoints)\n",
"\n",
"V_1D_int_Lin =\n",
" CoordInterpGrid(xrange, V_1D, BCnearest, InterpLinear)\n",
"\n",
"# ApproXD (regular/irregular grid)\n",
"xs = Array{Float64, 1}[]\n",
"push!(xs, xgrid)\n",
"V_1D_int_ApproXD = lininterp(V_1D, xs)\n",
"xsirr = Array{Float64, 1}[]\n",
"push!(xsirr, x_irrgrid)\n",
"V_1D_int_irr_ApproXD = lininterp(V_1D, xsirr)\n",
"\n",
"# Dierckx (regular/irregular grid)\n",
"V_1D_int_Dierckx = Spline1D(xgrid, V_1D)\n",
"V_1D_int_irr_Dierckx = Spline1D(x_irrgrid, V_1D_irr);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We evaluate all interpolants at a number of off-grid points and calculate the average relative error:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"xop = 20*xpoints # Number of off-grid points\n",
"xoffgrid = linspace(xgrid[1], xgrid[end], xop)\n",
"\n",
"V_1D_offgrid = Array(Float64, (5, xop))\n",
"V_1D_actual = similar(V_1D_offgrid)\n",
"\n",
"for i = 1:xop\n",
" # Grid\n",
" V_1D_offgrid[1, i] = V_1D_int_Lin[xoffgrid[i]]\n",
" # ApproXD (regular/irregular grid)\n",
" V_1D_offgrid[2, i] = getValue(V_1D_int_ApproXD, [xoffgrid[i]])[1]\n",
" V_1D_offgrid[3, i] = getValue(V_1D_int_irr_ApproXD, [xoffgrid[i]])[1]\n",
" # Dierckx (regular/irregular grid)\n",
" V_1D_offgrid[4, i] = evaluate(V_1D_int_Dierckx, xoffgrid[i])\n",
" V_1D_offgrid[5, i] = evaluate(V_1D_int_irr_Dierckx, xoffgrid[i])\n",
" # Actual Function value\n",
" V_1D_actual[:, i] = f(xoffgrid[i])\n",
"end\n",
"\n",
"# Calculate Errors\n",
"Error_1D = (V_1D_actual - V_1D_offgrid)./V_1D_actual;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Printing and plotting results:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@printf \"\u2211|f(x)-f(x_int)/f(x)|/n in 1 dimension\\n\"\n",
"@printf \"\\tGrid Linear (regular grid): %.3f\\n\" sum(abs(Error_1D[1, :]))/xop\n",
"@printf \"\\tApproXD (regular grid): %.3f\\n\" sum(abs(Error_1D[2, :]))/xop\n",
"@printf \"\\tApproXD (irregular grid): %.3f\\n\" sum(abs(Error_1D[3, :]))/xop\n",
"@printf \"\\tDierckx (regular grid): %.3f\\n\" sum(abs(Error_1D[4, :]))/xop\n",
"@printf \"\\tDierckx (irregular grid): %.3f\\n\" sum(abs(Error_1D[5, :]))/xop\n",
"\n",
"labels = [\"Grid Linear\", \"ApproXD regular\", \"ApproXD irregular\", \n",
" \"Dierckx regular\", \"Dierckx irregular\"]\n",
"\n",
"fig, ax = PyPlot.subplots(2,1, figsize = (12,10))\n",
"ax[1,1][:plot](V_1D_offgrid[:, 1:end/5]')\n",
"ax[2,1][:plot](Error_1D[:, 1:end/5]')\n",
"ax[1,1][:plot](V_1D_actual[1, 1:end/5]', label = \"True Value\",\n",
" linestyle = \":\", color = \"black\")\n",
"ax[1,1][:set_title](\"True Value vs. Interpolated Values\")\n",
"ax[1,1][:legend](labels, loc = \"best\")\n",
"ax[2,1][:set_title](\"Relative Error\")\n",
"ax[2,1][:legend](labels, loc = \"best\")\n",
"fig[:suptitle](\"Interpolation in One Dimension\", fontsize = 16);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\u2211|f(x)-f(x_int)/f(x)|/n in 1 dimension\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tGrid Linear (regular grid): 0.045\n",
"\tApproXD (regular grid): 0.045\n",
"\tApproXD (irregular grid): 0.319\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tDierckx (regular grid): 0.033\n",
"\tDierckx (irregular grid): 0.002\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x000000001C646208>)"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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