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@lstagner
Last active August 29, 2015 14:21
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Loading help data...\n"
]
}
],
"source": [
"using PyPlot"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"tps (generic function with 2 methods)"
]
},
"execution_count": 172,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function G(x1::Array{Float64},x2::Array{Float64})\n",
" r = norm(x2 .- x1)\n",
" return r < 1 ? r*log(r^r) : (r^2)*log(r)\n",
"end\n",
"\n",
"function tps(xin::Array{Float64},yin::Array{Float64},zin::Array{Float64},xout::Array{Float64},yout::Array{Float64})\n",
"\n",
" m = length(xin)\n",
" Xin = [xin yin]\n",
" Xout = [xout yout]\n",
" M = zeros(m,m)\n",
" N = zeros(m,3)\n",
"\n",
" for i=1:m\n",
" N[i,1] = 1\n",
" N[i,2:end] = Xin[i,:]\n",
" for j=1:m\n",
" M[i,j] = G(Xin[i,:],Xin[j,:])\n",
" end\n",
" end\n",
" \n",
" L = [[M N],[N' zeros(3,3)]]\n",
" \n",
" w = inv(L)*[zin,zeros(3)]\n",
"\n",
" nxout = length(xout)\n",
" zout = zeros(nxout)\n",
" for i=1:nxout\n",
" tmp = 0.0\n",
" for j=1:m\n",
" tmp = tmp + w[j]*G(Xout[i,:],Xin[j,:])\n",
" end\n",
" zout[i] = tmp + w[m+1] + w[m+2]*Xout[i,1] + w[m+3]*Xout[i,2]\n",
" end\n",
"\n",
" return zout\n",
" \n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x4c50c90>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PyObject <mpl_toolkits.mplot3d.art3d.Poly3DCollection object at 0x4c3ddd0>"
]
},
"execution_count": 174,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = randn(50)\n",
"y = randn(50)\n",
"z = exp(-(x.^2 + y.^2));\n",
"num = 100\n",
"xx = linspace(-3,3,num)\n",
"yy = linspace(-3,3,num)\n",
"xgrid = ones(num)*xx'\n",
"ygrid = yy*ones(num)'\n",
"xxx = reshape(xgrid,num*num)\n",
"yyy = reshape(ygrid,num*num)\n",
"zzz = tps(x,y,z,xxx,yyy)\n",
"zgrid = reshape(zzz,num,num);\n",
"\n",
"scatter3D(x,y,z,\"o\",color=\"r\")\n",
"plot_surface(xgrid,ygrid,zgrid,alpha=0.7)"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x65697d0>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PyObject <matplotlib.colorbar.Colorbar instance at 0x75083b0>"
]
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"contourf(xgrid,ygrid,zgrid,30)\n",
"colorbar()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 0.3.8",
"language": "julia",
"name": "julia-0.3"
},
"language_info": {
"name": "julia",
"version": "0.3.8"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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