{ "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": 25, "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\"β={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 $\\nabla f(s) = As$. Looking at the value of $A$ we notice that any vector with all values equal to some constant are solutions for this equation. This means the result will be a constant function (which might differ based on the linear equation solver we are using)." ] }, { "cell_type": "code", "execution_count": 29, "id": "d7f7dbdf", "metadata": { "scrolled": false }, "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": "markdown", "id": "3c9f50cc", "metadata": {}, "source": [ "When $\\beta \\to 0$ we have:\n", "$$\n", "\\lim_{\\beta \\to 0} \\nabla f(s) =\n", "\\lim_{\\beta \\to 0} (I + \\betaA)s - y = s - y\n", "$$\n", "\n", "This means when solving for $\\nabla f(s) = 0$, we are solving the equation $s - y = 0$, which has the solution $s = y$. The resulting function will then be one equal to the data containing the noise." ] }, { "cell_type": "code", "execution_count": 31, "id": "dfc485d5", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plot.subplots(\n", " 2,\n", " 3,\n", " layout=\"constrained\",\n", " figsize=(12.8, 9.6)\n", ")\n", "\n", "fig.suptitle(r\"Data denoising results as $\\beta \\to 0$\")\n", "\n", "N = 100\n", "\n", "for i in range(len(axs.flat)):\n", " ax = axs.flat[i]\n", " plot_denoise_results(2**-i, N, ax)" ] }, { "cell_type": "code", "execution_count": null, "id": "6ffa20a6", "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 }