{ "cells": [ { "cell_type": "markdown", "metadata": { "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "source": [ "# The PO algorithm, a python illustration\n", "\n", "This notebook is an illustration of the Perturbation-Optimisation algorithm (PO). The PO algorithm simulates large non-centered non-stationary Gaussian samples when the precision $Q \\in R^{N \\times N}$ (inverse covariance) writes\n", "\\begin{equation}\n", "Q = \\sum_{k=1}^K H_k^t R_k^{-1} H_k\n", "\\end{equation}\n", "often found in inverse problems (deconvolution, super-resolution, tomography, ...). For doing so, the algorithm supposes that\n", "\n", "1. you can easily simulate centered gaussian law with covariance $R$ (when $R$ is diagonal for instance)\n", "2. you can run a quadratic optimization algorithm (a conjugate gradient for instance) or a linear solver.\n", "\n", "We suppose that the reader has sufficient knowledge of what is deconvolution, inverse problems or the problem of stochastic simulation of large and correlated Gaussian law. \n", "\n", "This notebook illustrates this algorithm on a deconvolution problem with python and the numpy/scipy stack only (and matplotlib for display). No extra dependencies are required. **We do not go into details and many aspects can be extended, detailed, optimized, etc. This is postponed to other work.**\n", "\n", "For more details on linear solver, optimization algorithm and MCMC algorithm we refer the reader to\n", "\n", "- *Iterative Methods for Sparse Linear Systems* by Yousef Saad (free)\n", "- *Numerical Optimization* by Stephen J. Wright and J. Nocedal\n", "- *Monte Carlo Statistical Methods* by Christian Robert, Christian and George Casella\n", "- *Probabilistic Programming & Bayesian Methods for Hackers* by Cam Davidson-Pilon (free)\n", "\n", "This notebook has been written by *F. Orieux*, assistant professor at University Paris-Saclay, associated with the Laboratory of Signal and System (L2S, Univ. Paris-Saclay - CNRS - CentraleSupélec), with help from Olivier Féron (EDF Lab) and Jean-François Giovannelli (IMS - Univ. Bordeaux). If you use any part of this work, please mention it. Static html and pdf version are available in the same [github](https://github.com/orieux/notebooks) repository.\n", "\n", "## Publication\n", "\n", "The PO algorithm has been published in\n", "\n", "[1] François Orieux, Olivier Féron and Jean-François Giovannelli, **Sampling High-Dimensional Gaussian Distributions for General Linear Inverse Problems**, IEEE Signal Processing Letters, may, 2012. [[doi](https://doi.org/10.1109/LSP.2012.2189104)]\n", "```\n", "@Article{orieux2012,\n", " title = {Sampling high-dimensional Gaussian distributions\n", " for general linear inverse problems},\n", " author = {François Orieux and Olivier Féron and Jean-François Giovannelli},\n", " journaltitle = {IEEE Signal Processing Letters},\n", " year = {2012},\n", " date = {05-2012},\n", " number = {5},\n", " pages = {251--254},\n", " volume = {19},\n", " doi = {10.1109/LSP.2012.2189104},\n", " keywords = {Bayesian, high-dimensional sampling, inverse problem, \n", " stochastic sampling, unsupervised}\n", "}\n", "```\n", "It has been however published many times in the literature with different presentation, variation or extention. We can mention\n", "\n", "- [2] Lalanne, P.; Prévost, D. & Chavel, P. - *Stochastic artificial retinas: algorithm, optoelectronic circuits, and implementation* - Applied Optics, 2001, 40\n", "- [3] Tan, X.; Li, J. & Stoica, P. - *Efficient sparse Bayesian learning via Gibbs sampling* - ICASSP, IEEE, 2010.\n", "- [4] Bardsley *et. al*, *Randomize-Then-Optimize : A Method for Sampling from Posterior Distributions in Nonlinear Inverse Problems*, 2017\n", "- [5] Gilavert, C.; Moussaoui, S. & Idier, J. - *Efficient Gaussian Sampling for Solving Large-Scale Inverse Problems Using MCMC* - IEEE Transactions on Signal Processing, 2015.\n", "\n", "Nevertheless, this notebook illustrates the PO algorithm as described in [1] but on deconvolution, a simpler to code problem, instead of super-resolution.\n", "\n", "## Deconvolution\n", "\n", "The deconvolution imaging problem suppose a blurred image $y \\in R^M$ from which you want a deblurred version $\\hat{x} \\in R^N$. Images have not the same size and we will not suppose the periodic hypothesis. Fourier transform is therefor not permitted (this is not exactly true and another notebook will explain that more in detail). Then, the model is linear and not stationary (because of edge) and writes\n", "$$y = Hx + n$$\n", "where $H$ is a convolution matrix $\\in R^{M\\times N}$ and $n \\in R^M$ an unknown noise. It is known that deconvolution is an ill-posed inverse problem, naive inversion like minimization of least-square provides an unstable solution, and noise is amplified with unusable results. A classical well-known solution is the introduction of additional information through model, also called prior information.\n", "\n", "We suppose here\n", "\n", "- a centered white Gaussian prior model for the noise $n$ of precision $\\gamma_n I$ and\n", "- a centered circulant Gaussian prior model for $x$ of precision $\\gamma_xD^tD$, where $D$ is a convolution operator with laplacian impulsionnal response (second-order differences in line and column, or equivalently a high-pass filter).\n", "\n", "This leads to the posterior law\n", "$$p(x \\mid y) \\propto \\exp \\left( -\\frac{\\gamma_n}{2} \\|y - Hx \\|_2^2 \\right) \\exp \\left( -\\frac{\\gamma_x}{2} \\|Dx \\|_2^2 \\right).$$\n", "This posterior law is a gaussian law with mean\n", "$$ \\mu = \\Sigma H^t y$$\n", "and covariance\n", "$$\\Sigma^{-1} = Q = \\gamma_n H^tH + \\gamma_x D^tD$$\n", "that clearly fall under the condition of PO with $H_1 = H$, $R_1 = I$, $H_2 = D$ and $R_2 = I$.\n", "\n", "The direct inversion of $Q$ is not feasible but the mean $\\mu$ can be computed thanks to iterative algorithm like conjugate gradient that use $Q$ instead of $\\Sigma$.\n", "\n", "## Implementation\n", "\n", "We use numpy to illustrate the algorithm with the following modules.\n", "\n", "- `partial` simplify the definition of single argument function from multiple argument functions.\n", "- `scipy.misc` is used to load the true image.\n", "- `convolve2d` (abbreviated as conv2) is the convolution function with zero padding.\n", "- `cg` is the conjugate gradient algorithm and `LinearOperator` a python object that mimic linear operator needed by `cg`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "autoscroll": false, "ein.hycell": false, "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "from functools import partial\n", "\n", "import numpy as np\n", "import numpy.random as npr\n", "\n", "# For 'ascent' image \n", "import scipy.misc \n", "# The non stationnary convolution operator\n", "from scipy.signal import convolve2d as conv2\n", "\n", "# The conjugate gradient solver\n", "from scipy.sparse.linalg import cg, LinearOperator \n", "\n", "# For plotting\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": { "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "source": [ "We take the scipy `ascent` image as a true image with a square impulsionnal response." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "autoscroll": false, "ein.hycell": false, "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "true = scipy.misc.ascent()[::2, ::2] # Decimation to reduce size and time computation\n", "blur_size = 5\n", "ir = np.ones((blur_size, blur_size)) / blur_size**2\n", "\n", "# The Laplacian IR\n", "reg = np.array([[0, -1, 0], \n", " [-1, 4, -1], \n", " [0, -1, 0]], dtype=np.float32) \n", "\n", "im = plt.imshow(true)\n", "plt.axis('off')\n", "title = plt.title(\"Ground truth\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The noise precision is set to 10 ($\\sigma \\approx 0.3$)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "true_gamma_n = 10" ] }, { "cell_type": "markdown", "metadata": { "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "source": [ "## Linear restoration\n", "\n", "At this point the MAP estimator is\n", "$$\\hat{x}_{MAP} = \\text{arg max}_{x} p(x \\mid y) = \\text{arg min}_{x} \\|y - Hx \\|_2^2 + \\lambda \\|Dx \\|_2^2$$\n", "with $\\lambda = \\gamma_x / \\gamma_n$ that is the classical regularized least square linear estimator, which is also the mean of the gaussian law above\n", "$$\\hat{x}_{MAP} = \\mu = (H^tH + \\lambda D^t D)^{-1} H^t y.$$\n", "Since the inversion of the matrix is not feasible, a the linear solver of the system $Qx = b$, with $Q = H^tH + \\lambda D^t D$ and $b = H^t y$, is required. The solver needs a way to apply $Q$ and therefor $H$ and $D$, as well as their adjoint. \n", "\n", "In the case of convolution without periodic hypothesis, the operator corresponds to the `convolve2d` function (`conv2` in Matlab) with `valid` and `full` parameter." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "autoscroll": false, "ein.hycell": false, "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True shape: (256, 256)\n", "Data shape: (252, 252)\n", "Transpose shape: (256, 256)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def forward(ir, image):\n", " \"\"\"Apply H operator\"\"\"\n", " return conv2(image, ir, 'valid')\n", "\n", "\n", "def backward(ir, image):\n", " \"\"\"Apply H^t operator\"\"\"\n", " return conv2(image, np.fliplr(np.flipud(ir)), 'full')\n", "\n", "\n", "def forward_backward(ir, image):\n", " \"\"\"Apply H^tH operator\"\"\"\n", " return backward(ir, forward(ir, image))\n", "\n", "\n", "# Abreviation\n", "H = partial(forward, ir)\n", "Ht = partial(backward, ir)\n", "HtH = partial(forward_backward, ir)\n", "\n", "# Simulate noisy data\n", "data = H(true)\n", "data = data + np.random.standard_normal(data.shape) / np.sqrt(true_gamma_n)\n", "\n", "# Check size\n", "print(\"True shape:\", true.shape)\n", "print(\"Data shape:\", data.shape)\n", "print(\"Transpose shape:\", backward(data, ir).shape)\n", "\n", "im = plt.imshow(data)\n", "plt.axis('off')\n", "title = plt.title('Data')" ] }, { "cell_type": "markdown", "metadata": { "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "source": [ "We must do the same thing for the regularization." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "autoscroll": false, "ein.hycell": false, "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "def reg_forward(reg, image):\n", " \"\"\"Apply D operator\"\"\"\n", " return conv2(image, reg, 'valid')\n", "\n", "\n", "def reg_backward(reg, image):\n", " \"\"\"Apply D^t operator\"\"\"\n", " return conv2(image, np.fliplr(np.flipud(reg)), 'full')\n", "\n", "\n", "def reg_forward_bacward(reg, image):\n", " \"\"\"Apply D^tD operator\"\"\"\n", " return reg_backward(reg, reg_forward(reg, image))\n", "\n", "\n", "# Abreviation\n", "D = partial(reg_forward, reg)\n", "Dt = partial(reg_backward, reg)\n", "DtD = partial(reg_forward_bacward, reg)" ] }, { "cell_type": "markdown", "metadata": { "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "source": [ "The mean (that corresponds to the least square solution) can be computed with the conjugate gradient available in scipy. The API of this solver needs a `LinearOperator` python instance that applies the $Q$ operator. This API is not well suited for image since it must work on vectorized variables so we embed the code within unvectorization and vectorization operation. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "autoscroll": false, "ein.hycell": false, "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "def hess(HtH, DtD, hyper, image):\n", " \"\"\"Apply Q = H^tH + lambda * D^tD on image\"\"\"\n", " return HtH(image) + hyper * DtD(image)\n", "\n", "\n", "def mv(HtH, DtD, hyper, shape, image): \n", " \"\"\"Apply Q on vectorized image\"\"\"\n", " # vector to image, apply Q = H^tH + lambda * D^tD, then vectorize\n", " return hess(HtH, DtD, hyper, image.reshape(shape)).reshape((-1, 1))\n", "\n", "\n", "# The Q operator on vectorized unkown\n", "# The matvec API is limited to function of one parameter so we use functools.partial\n", "Q = LinearOperator(dtype=np.float32, \n", " shape=(true.size, true.size), \n", " matvec=partial(mv, HtH, DtD, 1e-10, true.shape))\n", "# Vectorized $H^t y$\n", "b = Ht(data).reshape((-1, 1))" ] }, { "cell_type": "markdown", "metadata": { "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "source": [ "The solver can be run now (with $b = H^ty$ as init)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "autoscroll": false, "ein.hycell": false, "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "sol, _ = cg(Q, b, x0=b)\n", "sol = sol.reshape(true.shape)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "autoscroll": false, "ein.hycell": false, "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(10, 10))\n", "im = axes[0].imshow(true[100:300, 100:300], vmin=true.min(), vmax=true.max())\n", "title = axes[0].set_title('Ground truth')\n", "axes[0].axis('off')\n", "im = axes[1].imshow(data[100:300, 100:300], vmin=true.min(), vmax=true.max())\n", "title = axes[1].set_title('Data')\n", "axes[1].axis('off')\n", "im = axes[2].imshow(sol[100:300, 100:300], vmin=true.min(), vmax=true.max())\n", "title = axes[2].set_title('RLS')\n", "axes[2].axis('off')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "ein.tags": "worksheet-0", "slideshow": { "slide_type": "-" } }, "source": [ "Two questions arise. \n", "\n", "1. In the figure above, the deconvolution seems under regularized. We may want to estimate the hyperparameter value $\\lambda$.\n", "2. We have no uncertainty about the estimation.\n", "\n", "The Bayesian approach and algorithms are a possibility (among others) to answer these questions.\n", "\n", "## Bayesian restoration\n", "\n", "With the Bayesian approach we can state the problem as inference on the extended posterior law\n", "$$p(x, \\gamma_n, \\gamma_n \\mid y) \\propto \\gamma_n^{\\frac{M}{2} - 1} \\gamma_x^{\\frac{N-1}{2} - 1}\\exp \\left( -\\frac{\\gamma_n}{2} \\|y - Hx \\|_2^2 \\right) \\exp \\left( -\\frac{\\gamma_x}{2} \\|Dx \\|_2^2 \\right)$$\n", "and to choose the posterior mean as estimator\n", "$$\\hat{x}, \\hat{\\gamma_n}, \\hat{\\gamma_x} = \\int [x, \\gamma_n, \\gamma_x]\\ p(x, \\gamma_n, \\gamma_x \\mid y)\\ d x\\ d \\gamma_n\\ d \\gamma_x.$$\n", "\n", "One way to compute this integral is stochastic sampling with MCMC and more specifically the Gibbs sampler that leads to the following algorithm. \n", "\n", "## The Gibbs sampler algorithm\n", "\n", "Initialize $k \\gets 0$, $\\gamma_n^{(0)}$ and $\\gamma_x^{(0)}$ (for instance at $1$). Then\n", "1. draw $x^{(k)} \\sim p\\left(x \\mid \\gamma_n^{(k)}, \\gamma_x^{(k)}, y\\right)$\n", "2. draw $\\gamma_n^{(k+1)} \\sim p\\left(\\gamma_n \\mid x^{(k)}, y\\right)$\n", "3. draw $\\gamma_x^{(k+1)} \\sim p\\left(\\gamma_x \\mid x^{(k)}\\right)$\n", "4. $k \\gets k + 1$ and return to step 1 except if stopping condition is reached.\n", "\n", "Finally we estimate the posterior mean with the big number law from the last $P$ samples\n", "$$\\hat x = \\frac{1}{P} \\sum_{i=k-1-P}^{k-1} x^{(i)}.$$ \n", "\n", "With the above model, $p(\\gamma_n \\mid x, y)$ and $p(\\gamma_x \\mid x^{(k)})$ are Gamma law that can be easily simulated with numpy toolbox.\n", "\n", "However, the conditional law $p(x \\mid \\gamma_n, \\gamma_x, y)$ is a high dimensional Gaussian law with non-stationary correlation. Classical approaches like Cholesky factorization are unfeasible because of the size of the problem. However, the PO algorithm is \n", "\n", "## The PO sampler\n", " \n", "The conditionnal law $p(x \\mid \\gamma_n, \\gamma_x, y)$ is\n", "$$p(x \\mid \\gamma_n, \\gamma_x, y) \\propto \\exp \\left( -\\frac{\\gamma_n}{2} \\|y - Hx \\|_2^2 \\right) \\exp \\left( -\\frac{\\gamma_x}{2} \\|Dx \\|_2^2 \\right).$$\n", "This posterior law is a gaussian law with mean\n", "$$ \\mu = \\gamma_n\\Sigma H^t y$$\n", "and covariance\n", "$$\\Sigma^{-1} = Q = \\gamma_n H^tH + \\gamma_x D^tD.$$\n", "\n", "The PO sampler consiste, with the above model, of perturbation of the mean\n", "1. $\\tilde{y} \\gets y + \\epsilon_n$ with $\\epsilon_n \\sim \\mathcal{N}\\left(0, \\gamma_n^{-1} I\\right)$\n", "2. $\\tilde{x} \\gets \\epsilon_x$ with $\\epsilon_x \\sim \\mathcal{N}\\left(0, \\gamma_x^{-1} I\\right)$\n", "and to solve the following optimization problem\n", "$$x^{(k)} = \\text{arg min}_x\\ \\frac{\\gamma_n}{2} \\|\\tilde{y} - Hx \\|_2^2 + \\frac{\\gamma_x}{2} \\|D(x - \\tilde{x})\\|_2^2$$\n", "\n", "In conclusion, in comparison to supervised deconvolution, the changes are just\n", "1. simulate the hyperparameter according to the model (scalar Gamma law here with the standard toolbox)\n", "2. simulate perturbation of the previous criterions and optimize it as before with a linear solver like conjugate gradient.\n", "\n", "## Implementation\n", "\n", "Almost everything is already in place except the $Q$ operator that must be slightly modified to take two hyperparameters." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def mv(HtH, DtD, gamma_n, gamma_x, image): \n", " # vector to image\n", " image = image.reshape(true.shape)\n", " \n", " # Apply H^tH + mu * D^tD\n", " out = gamma_n * HtH(image) + gamma_x * DtD(image)\n", " \n", " # then vectorize\n", " return out.reshape((-1, 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now define our Gibbs sampler with `for` loops (I set the maximum number of iteration for the CG to 50 because it seems sufficient. The RJ-PO algorithm allows us to automatically tunes this value)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "gamma_n, gamma_x = 1, 1\n", "gamma_n_chain, gamma_x_chain = [gamma_n], [gamma_x]\n", "\n", "burnin, max_iter, acc = 20, 100, 0\n", "\n", "data_t = Ht(data)\n", "mean = np.zeros(data_t.shape)\n", "sample = np.zeros(data_t.shape)\n", "cum2 = np.zeros(data_t.shape)\n", "pshape = tuple(s - 2 for s in data_t.shape) # depends on the regularization IR\n", "\n", "for iteration in range(max_iter):\n", " # Perturbation\n", " data_tilde = data + npr.standard_normal(data.shape) / np.sqrt(gamma_n)\n", " x_tilde = npr.standard_normal(pshape) / np.sqrt(gamma_x)\n", " \n", " b = gamma_n * Ht(data_tilde) + gamma_x * Dt(x_tilde) \n", " Q = LinearOperator(dtype=np.float32, shape=(true.size, true.size), \n", " matvec=partial(mv, HtH, DtD, gamma_n, gamma_x))\n", " \n", " # Optimization\n", " opt, _ = cg(Q, b.reshape((-1, 1)), x0=sample.reshape((-1, 1)), maxiter=50)\n", " sample = opt.reshape(true.shape)\n", " \n", " # Hyperparameter simulation\n", " gamma_n = npr.gamma(data.size / 2, 2 / np.sum(abs(data - H(sample))**2))\n", " gamma_x = npr.gamma((true.size - 1) / 2, 2 / np.sum(abs(D(sample))**2))\n", " \n", " # Keep in memory all the values\n", " gamma_n_chain.append(gamma_n)\n", " gamma_x_chain.append(gamma_x)\n", " \n", " # Keep in memory the full set of image sample can take a lot of space\n", " # We accumulate instead the samples to compute the mean and variance instead\n", " if iteration >= burnin:\n", " mean = mean + sample\n", " cum2 = cum2 + sample**2\n", " acc += 1\n", " \n", "mean = mean / acc\n", "std = np.sqrt(cum2 / acc - mean**2)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(10, 10))\n", "\n", "axes[0][0].imshow(true[100:300, 100:300], vmin=true.min(), vmax=true.max())\n", "axes[0][0].set_title('Ground truth $x$')\n", "axes[0][0].axis('off')\n", "\n", "axes[0][1].imshow(data[100:300, 100:300], vmin=true.min(), vmax=true.max())\n", "axes[0][1].set_title('Data $y$')\n", "axes[0][1].axis('off')\n", "\n", "axes[1][0].imshow(mean[100:300, 100:300], vmin=true.min(), vmax=true.max())\n", "axes[1][0].set_title('$\\hat{x}$')\n", "axes[1][0].axis('off')\n", "\n", "im = axes[1][1].imshow(std[100:300, 100:300])\n", "axes[1][1].set_title('$\\hat{\\sigma_x}$')\n", "axes[1][1].axis('off')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gn_mean = np.mean(gamma_n_chain[burnin:])\n", "gn_std = np.std(gamma_n_chain[burnin:])\n", "gx_mean = np.mean(gamma_x_chain[burnin:])\n", "gx_std = np.std(gamma_x_chain[burnin:])\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", "axes[0].axhline(true_gamma_n, color='k', label='$\\gamma_n$')\n", "axes[0].axhline(gn_mean, color='g', label='$\\hat{\\gamma_n}$')\n", "axes[0].axhline(gn_mean + 3 * gn_std, color='g', ls='dashed')\n", "axes[0].axhline(gn_mean - 3 * gn_std, color='g', ls='dashed', \n", " label='$\\pm 3 \\hat\\sigma$')\n", "axes[0].plot(gamma_n_chain)\n", "axes[0].set_ylim([0, 11])\n", "axes[0].set_title('$\\gamma_n$ chain')\n", "axes[0].set_xlabel('Iteration')\n", "axes[0].legend()\n", "\n", "axes[1].axhline(gx_mean, color='g', label='$\\hat{\\gamma_x}$')\n", "axes[1].axhline(gx_mean + 3 * gx_std, color='g', ls='dashed')\n", "axes[1].axhline(gx_mean - 3 * gx_std, color='g', ls='dashed', \n", " label='$\\pm 3 \\hat\\sigma$')\n", "axes[1].plot(gamma_x_chain)\n", "axes[1].set_ylim([0, 0.0008])\n", "axes[1].set_title('$\\gamma_x$ chain')\n", "axes[1].legend()\n", "xlabel = axes[1].set_xlabel('Iteration')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "We show in this notebook that the PO algorithm allows the simulation of large gaussian law if a linear solver (or quadratic optimization algorithm) is available, which is a common case. This possibility allows the use of a Bayesian algorithm that can, for instance, estimate the hyperparameter or the uncertainty. We demonstrate on a deconvolution problem that the method is effective, does not require many extra steps, and is easily extendable to other problems. Other illustration can be found in mentionned references." ] } ], "metadata": { "kernel_info": { "name": "python3" }, "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": "3.6.8" }, "latex_metadata": { "author": "F. Orieux" }, "name": "perturbation-optimisation.ipynb", "nteract": { "version": "0.14.5" } }, "nbformat": 4, "nbformat_minor": 2 }