{ "cells": [ { "cell_type": "markdown", "id": "9785abf6", "metadata": {}, "source": [ "We have:\n", "$$\n", "\\nabla f = (I + \\beta A) \\vec s - \\vec y\n", " = \\vec s - \\vec y + \\beta A \\vec s\n", "$$ \n", "We can substitute in the partial derivatives:\n", "$$ \n", "\\left(\\begin{matrix}\n", "s_0 - y_0 + \\beta (s_0 - s_1) \\\\\n", "s_1 - y_1 + \\beta (2s_1 - s_0 - s_2) \\\\\n", "\\vdots \\\\\n", "s_N - y_N + \\beta (s_N - s_{N - 1})\n", "\\end{matrix}\\right) \n", "= \\vec s - \\vec y + \\beta A \\vec s\n", "$$\n", "\n", "Adding $\\vec y - \\vec s$ to both sides and then dividing by $\\beta$ yields:\n", "$$ \n", "\\left(\\begin{matrix}\n", "s_0 - s_1 \\\\\n", "2s_1 - s_0 - s_2 \\\\\n", "\\vdots \\\\\n", "s_N - s_{N - 1}\n", "\\end{matrix}\\right) \n", "= A \\vec s\n", "$$\n", "\n", "Solving for $A$ is trivial and yields:\n", "$$ \n", "A = \\left(\\begin{matrix}\n", "1 & -1 & & & & & \\\\\n", "-1 & 2 & -1 & & & & \\\\\n", " & -1 & 2 & -1 & & & \\\\\n", " & & \\ddots & \\ddots & \\ddots & & \\\\\n", " & & & -1 & 2 & -1 & \\\\\n", " & & & & -1 & 2 & -1\\\\\n", " & & & & & -1 & 1\n", "\\end{matrix}\\right) \n", "$$" ] }, { "cell_type": "code", "execution_count": 17, "id": "e7d69a97", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import modules.tridiagonal as tridiagonal\n", "\n", "def sample_with_noise(points, vectorized_g):\n", " \"\"\"\n", " Sample a function at a given set of points,\n", " introducing noise in the process.\n", "\n", " Returns a tuple of the real values of the function\n", " and the values with introduced noise.\n", "\n", " For performance reasons, this function takes in\n", " a vectorized version of `g`. If you want to pass\n", " a non vectorized function use `np.vectorize`. Eg:\n", " ```py\n", " sample_with_noise(points, np.vectorize(g))\n", " ```\n", " \"\"\"\n", " gs = vectorized_g(points)\n", " ys = gs + 0.05 * np.random.randn(len(gs))\n", "\n", " return (gs, ys)\n", "\n", "def p5(x):\n", " \"\"\"\n", " Vectorized version of the function\n", " described in the pdf.\n", " \"\"\"\n", " n = 5\n", " result = 0\n", "\n", " for k in range(n + 1):\n", " result += x**k\n", "\n", " return result/(n + 1)\n", "\n", "def smooth(data, beta):\n", " \"\"\"\n", " Smooth noisy data (y) by means of solving \n", " a minimization problem.\n", "\n", " Args:\n", " data (numpy.array): noisy data to be smoothed (y)\n", " beta (float): parameter >= 0 that balances fit and smoothing\n", "\n", " Returns:\n", " numpy array of smoothed data (s)\n", " \"\"\"\n", " x,y = data\n", "\n", " # We need to solve for s in:\n", " # (I + βA)s - y = 0\n", " # <=> (I + βA)s = y\n", " #\n", " # Because A and I are tridiagonal, I + βA\n", " # is tridiagonal as well (linear combinations\n", " # of tridiagonal matrices are themselves\n", " # tridiagonal)\n", " #\n", " # This means we can use our existing implementation\n", " # of tridiagonal linear equation system solving.\n", " # \n", " # We start by constructing \n", " # iba := I + βA\n", " n = len(x) - 1\n", "\n", " # The a component of the a-c-e tridiagonal representation of iba\n", " iba_a = np.ones(n + 1) * (2 * beta + 1)\n", " iba_a[0] = 1 + beta\n", " iba_a[-1] = 1 + beta\n", "\n", " # I + βA\n", " iba = (\n", " iba_a,\n", " -beta*np.ones(n),\n", " -beta*np.ones(n)\n", " )\n", "\n", " data_smoothed = tridiagonal.solve(*iba, y)\n", "\n", " return data_smoothed" ] }, { "cell_type": "code", "execution_count": 18, "id": "2b9f2b79", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plot\n", "\n", "# Reusable function to plot the data\n", "def plot_denoise_results(beta, N, ax):\n", " # Create the data\n", " x = np.linspace(-1, 1, num=N+1)\n", " g, y = sample_with_noise(x, p5)\n", " s = smooth((x, y), beta)\n", "\n", " ax.set_title(f\"{beta=} and {N=}\")\n", " ax.set_xlabel(\"x\")\n", " ax.set_ylabel(\"y\")\n", " ax.plot(x, y, \".\", label=\"raw data points\")\n", " ax.plot(x, g, \"-\", label=\"original function\")\n", " ax.plot(x, s, \"-\", label=\"denoised values\")\n", " ax.legend()\n", "\n", "\n", "N = 100\n", "beta = 10\n", "\n", "fig, ax = plot.subplots()\n", "fig.suptitle(f\"Data denoising results\")\n", "\n", "# Plot the data\n", "plot_denoise_results(beta, N, ax)" ] }, { "cell_type": "markdown", "id": "f2e5c860", "metadata": {}, "source": [ "We notice that finding a point where $\\nabla f(s) = 0$ is the same as finding a point where $\\frac 1 \\beta \\nabla f(s) = \\nabla \\frac 1 \\beta f(s) = 0$. We can use this to our advantage, by defining $h(s) = \\frac 1 \\beta f(s)$ and finding the points where $\\nabla h(s) = 0$ instead. When $\\beta \\to \\infty$, we have:\n", "$$\n", "\\lim_{\\beta \\to \\inf} h _\\beta (s) =\n", "\\lim_{\\beta \\to \\inf} \n", " \\frac 1 {2\\beta} \\sum_{k=0}^n (y_k - s_k)^2\n", " +\\frac 1 2 \\sum_{k=1}^n (s_k - s_{k - 1})^2\n", " = \\frac 1 2 \\sum_{k=1}^n (s_k - s_{k - 1})^2\n", "$$\n", "\n", "It now becomes trivial to verify that $\\nabla f(s) = As$, which means the solution to this will simply be the zero vector." ] }, { "cell_type": "code", "execution_count": 19, "id": "d7f7dbdf", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plot.subplots(\n", " 3,\n", " 3,\n", " layout=\"constrained\",\n", " figsize=(12.8, 9.6)\n", ")\n", "\n", "fig.suptitle(r\"Data denoising results as $\\beta \\to \\infty$\")\n", "\n", "N = 100\n", "\n", "for i in range(len(axs.flat)):\n", " ax = axs.flat[i]\n", " plot_denoise_results(4**i, N, ax)" ] }, { "cell_type": "code", "execution_count": null, "id": "dfc485d5", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }