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Created December 18, 2022 16:10
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Root Finding with Newton's Method
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Newton's Method\n",
"\n",
"and some experiments. In Cedric Villani's book, \"Birth of a Theorem\", he writes that Newton's method decays updates exponentially. I wanted to test this out.\n",
"\n",
"### Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits import mplot3d"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Newton's Method and Gradient"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def tangent(f, x, h=0.0001):\n",
" return (f(x+h) - f(x))/h + 0.0001\n",
"\n",
"def newtonMethod(f, x0, tol=0.0001, maxIter=500):\n",
" x = x0\n",
" numIter = 0\n",
" roots = []\n",
" roots.append(x)\n",
" for i in range(maxIter):\n",
" x = x - f(x)/tangent(f, x)\n",
" numIter += 1\n",
" roots.append(x)\n",
" if abs(f(x)) < tol:\n",
" return x, numIter, roots\n",
" return x, numIter, roots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Define function\n",
"\n",
"Modify the below cell to test on any custom function"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x150d31e85f40>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def f(x):\n",
" return x**5 - 1 #change this line\n",
"\n",
"x = np.linspace(-20, 20, 100)\n",
"x = np.linspace(0.0001, 20, 100)\n",
"y = f(x)\n",
"plt.plot(x, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualize roots\n",
"\n",
"Initialize any start point in the below cell. Note that there are cases when Newton's method will overshoot or get stuck in a cycle (among a bunch of other issues).\n",
"\n",
"- [Overshoot](https://en.wikipedia.org/wiki/Newton%27s_method#Overshoot)\n",
"- [Bad starting points](https://en.wikipedia.org/wiki/Newton%27s_method#Bad_starting_points)\n",
"- [Derivative issues](https://en.wikipedia.org/wiki/Newton%27s_method#Derivative_issues)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2160x1440 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"start = 30\n",
"\n",
"x = np.linspace(-start, start, 1000)\n",
"y = f(x)\n",
"plt.figure(figsize=(30, 20))\n",
"plt.plot(x, y)\n",
"roots = newtonMethod(f, start)[2]\n",
"for root in roots:\n",
" plt.plot(root, f(root), label='root = ' + str(root), marker='o')\n",
"plt.legend()\n",
"plt.title('Newton Method for finding roots of f(x) = x^5 - 1')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Root decay visualization\n",
"\n",
"Given a starting point, see how fast the root decays to the optimal solution. We have to make sure we pass values in the domain of the function chosen."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2160x1440 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"start = 300\n",
"\n",
"starts = np.linspace(-start, start, 10) # use this for functions that take negative values.\n",
"# starts = np.linspace(0.0001, start, 10) # use this for functions like np.log()\n",
"roots = []\n",
"for start in starts:\n",
" roots.append(newtonMethod(f, start)[2])\n",
"\n",
"fig = plt.figure(figsize=(30, 20))\n",
"ax = plt.axes(projection='3d')\n",
"for start in starts:\n",
" for root in roots:\n",
" for k in range(len(root)):\n",
" ax.scatter3D(start, root[k], k, c='r')\n",
"ax.set_xlabel('start')\n",
"ax.set_ylabel('root')\n",
"ax.set_zlabel('iteration')\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Convergence time visualization\n",
"\n",
"Check the number of iterations it takes to converge to the root. Blow-ups or loops are upper-bounded at 500."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2160x1440 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"start = 3000\n",
"\n",
"starts = np.linspace(-start, start, 1000) # use this for functions that take negative values.\n",
"# starts = np.linspace(0.0001, start, 100) # use this for functions like np.log()\n",
"iters = []\n",
"for start in starts:\n",
" iters.append(newtonMethod(f, start)[1])\n",
"plt.figure(figsize=(30, 20))\n",
"plt.plot(starts, iters, 'o')\n",
"plt.title('Number of iterations for different starting points')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Functions I tried\n",
"\n",
"$$f(x) = \\sin{(x)} + x - 1$$\n",
"\n",
"$$f(x) = x^5 - 1$$\n",
"\n",
"$$f(x) = 4\\ln{(x)} - x$$\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.7"
},
"vscode": {
"interpreter": {
"hash": "5d40204c99ce84734649b25bc8a63e01ff81ed337aad29ad009763588fc24e0c"
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}
@kyscg
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kyscg commented Dec 18, 2022

If anyone's having trouble viewing the notebook on GitHub, an alternative is to view it on nbviewer.

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