{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![MOSEK ApS](https://www.mosek.com/static/images/branding/webgraphmoseklogocolor.png )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Piece-wise linear approximation of a convex function\n", "\n", "It is clear that each convex function can be approximated to some extent by a convex piece-wise linear function. In this notebook we show how to model this as a least squares problem. This model was introduced and studied by [Kuosmanen](https://onlinelibrary.wiley.com/doi/abs/10.1111/j.1368-423X.2008.00239.x) and [Seijo, Sen](https://projecteuclid.org/journals/annals-of-statistics/volume-39/issue-3/Nonparametric-least-squares-estimation-of-a-multivariate-convex-regression-function/10.1214/10-AOS852.full), among others.\n", "\n", "We are given a set of points $X_1,\\ldots,X_n\\in \\mathbb{R}^d$ and $Y_1,\\ldots,Y_n\\in\\mathbb{R}$, which we presume were generated as $Y_i = f(X_i) + \\varepsilon_i$ where $f$ is a convex function and $\\varepsilon_i$ is noise. Our least squares problem looks as follows \n", "\n", "$$\\begin{array}{rll}\n", "\\text{minimize} & \\sum_{i=1}^n (t_i - Y_i)^2 & \\\\\n", "\\text{subject to} & t_i \\geq t_j + s_j^T (X_i - X_j) &\\text{for all}\\ 1\\leq i,j\\leq n, \\\\\n", "& t_1, ..., t_n \\in \\mathbb{R}, & \\\\\n", "& s_1, ..., s_n \\in \\mathbb{R}^d. &\n", "\\end{array}$$\n", "\n", "Then the piecewise linear function approximating the data will be defined as the maximum $\\hat{\\Phi}(x)=\\text{max}\\{\\Phi_i(x),\\ i=1,\\ldots,n\\}$ of $n$ linear functions $\\Phi_i:\\mathbb{R}^d\\to \\mathbb{R}$ given by\n", "\n", "$$\\Phi_i(x) = t_i + s_i^T(x-X_i)$$\n", "\n", "for $i=1,\\ldots,n$.\n", "\n", "Note that $\\Phi_i(X_i)=t_i$ and $\\nabla \\Phi_i(X_i)=s_i$. Therefore the main constraint appearing in the model corresponds precisely the convexity requirement:\n", "\n", "$$\\hat{\\Phi}(X_i) - \\hat{\\Phi}(X_j) \\geq \\langle\\nabla \\hat{\\Phi}(X_j),X_i-X_j\\rangle$$\n", "\n", "for the function $\\Theta$.\n", "\n", "### Preparing synthetic data\n", "\n", "In the example we will show an approximation of a simple quadratic function $f(x) = x^Tx.$\n", "\n", "Let us first define our data. We generate $n$ points of dimension $d$ uniformly from $[-1, 1]^d$. The corresponding respose is given as $Y_i = f(X_i) + \\varepsilon_i$. Error $\\varepsilon$ follows normal distribution $N(0, \\sigma^2 I_n)$, where $\\sigma^2 = Var(f(\\mathbf{X})) / SNR$ and $SNR = 3$. Lastly, we mean-center and standardize to unit $l_2$ norm the responses $Y$ and the data $X$. We do this to get a more predictive model." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from mosek.fusion import *\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['figure.figsize'] = [10, 10]\n", "from matplotlib import cm\n", "import sys" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "np.random.seed(0)\n", "\n", "# specify the dimension\n", "n = 200 \n", "d = 2\n", "\n", "# specify the function\n", "fun = lambda x: np.sum(np.multiply(x, x), 1) # x^T x\n", "\n", "# generate data and get corresponding responses\n", "x = np.random.uniform(-1, 1, n*d).reshape(n, d)\n", "response = fun(x)\n", "\n", "# compute response vector with error\n", "varResponse = np.var(response, ddof=1) # unbiased sample variance\n", "SNR = 3\n", "stdError = np.sqrt(varResponse / SNR)\n", "error = np.random.normal(0, stdError, n)\n", "reponseWithError = response + error\n", "\n", "# standardize and mean-center the response\n", "meanY = np.sum(reponseWithError) / n\n", "standY = reponseWithError - meanY\n", "norm = np.sqrt( np.sum( np.square( standY )))\n", "Y = standY / norm\n", "\n", "# standardize the x (by the dimension) and mean-center\n", "meanX = np.sum(x, axis=0) / n\n", "standX = x - meanX\n", "norm = np.sqrt(np.sum (np.square( standX ), axis=0))\n", "X = np.divide(standX, norm)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot generated data\n", "fig = plt.figure()\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "# set title\n", "ax.set_title(\"Generated Data\")\n", "\n", "# scatter old points\n", "scatter = ax.scatter(X[:, 0], X[:, 1], Y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fusion Model\n", "In the following block, usage of Mosek Fusion for Python for this case is presented." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Problem\n", " Name : ConvexApproxLeastSquares\n", " Objective sense : minimize \n", " Type : CONIC (conic optimization problem)\n", " Constraints : 40200 \n", " Affine conic cons. : 1 \n", " Disjunctive cons. : 0 \n", " Cones : 0 \n", " Scalar variables : 803 \n", " Matrix variables : 0 \n", " Integer variables : 0 \n", "\n", "Optimizer started.\n", "Presolve started.\n", "Linear dependency checker started.\n", "Linear dependency checker terminated.\n", "Eliminator started.\n", "Freed constraints in eliminator : 200\n", "Eliminator terminated.\n", "Eliminator started.\n", "Freed constraints in eliminator : 0\n", "Eliminator terminated.\n", "Eliminator - tries : 2 time : 0.00 \n", "Lin. dep. - tries : 1 time : 0.00 \n", "Lin. dep. - number : 0 \n", "Presolve terminated. Time: 0.03 \n", "Problem\n", " Name : ConvexApproxLeastSquares\n", " Objective sense : minimize \n", " Type : CONIC (conic optimization problem)\n", " Constraints : 40200 \n", " Affine conic cons. : 1 \n", " Disjunctive cons. : 0 \n", " Cones : 0 \n", " Scalar variables : 803 \n", " Matrix variables : 0 \n", " Integer variables : 0 \n", "\n", "Optimizer - threads : 64 \n", "Optimizer - solved problem : the dual \n", "Optimizer - Constraints : 592\n", "Optimizer - Cones : 1\n", "Optimizer - Scalar variables : 39206 conic : 202 \n", "Optimizer - Semi-definite variables: 0 scalarized : 0 \n", "Factor - setup time : 0.02 dense det. time : 0.00 \n", "Factor - ML order time : 0.00 GP order time : 0.00 \n", "Factor - nonzeros before factor : 9.91e+04 after factor : 9.91e+04 \n", "Factor - dense dim. : 0 flops : 1.94e+07 \n", "ITE PFEAS DFEAS GFEAS PRSTATUS POBJ DOBJ MU TIME \n", "0 2.1e-01 1.0e+00 2.1e+00 0.00e+00 7.071067812e-01 -3.535533906e-01 1.0e+00 0.06 \n", "1 1.2e-01 5.7e-01 1.8e-01 1.23e+00 2.938859452e-01 -2.209341240e-01 5.7e-01 0.11 \n", "2 3.4e-02 1.7e-01 3.7e-02 2.36e+00 3.283410900e-01 2.541459120e-01 1.7e-01 0.13 \n", "3 5.1e-03 2.4e-02 2.0e-03 1.57e+00 2.984161649e-01 2.900558823e-01 2.4e-02 0.14 \n", "4 1.2e-03 5.9e-03 2.3e-04 1.07e+00 2.833396729e-01 2.813883669e-01 5.9e-03 0.15 \n", "5 5.2e-04 2.5e-03 6.1e-05 1.01e+00 2.697746770e-01 2.689233337e-01 2.5e-03 0.16 \n", "6 1.9e-04 9.3e-04 1.3e-05 1.00e+00 2.540998423e-01 2.537768700e-01 9.3e-04 0.17 \n", "7 1.1e-04 5.2e-04 5.5e-06 9.90e-01 2.405247711e-01 2.403411101e-01 5.2e-04 0.18 \n", "8 7.6e-05 3.7e-04 3.2e-06 9.87e-01 2.395813200e-01 2.394502320e-01 3.7e-04 0.19 \n", "9 3.5e-05 1.7e-04 9.8e-07 9.44e-01 2.282203169e-01 2.281592375e-01 1.7e-04 0.20 \n", "10 1.8e-05 8.7e-05 3.7e-07 9.48e-01 2.228880403e-01 2.228554922e-01 8.7e-05 0.21 \n", "11 1.2e-05 5.6e-05 1.9e-07 9.47e-01 2.206282771e-01 2.206070722e-01 5.6e-05 0.22 \n", "12 8.1e-06 3.9e-05 1.1e-07 9.45e-01 2.192059131e-01 2.191906637e-01 3.9e-05 0.22 \n", "13 5.6e-06 2.7e-05 6.6e-08 9.08e-01 2.175484624e-01 2.175376218e-01 2.7e-05 0.23 \n", "14 5.3e-06 2.6e-05 6.1e-08 8.31e-01 2.172616367e-01 2.172513140e-01 2.6e-05 0.24 \n", "15 4.1e-06 2.0e-05 4.2e-08 8.35e-01 2.161293821e-01 2.161211400e-01 2.0e-05 0.25 \n", "16 3.1e-06 1.5e-05 2.8e-08 8.61e-01 2.152832407e-01 2.152768442e-01 1.5e-05 0.26 \n", "17 2.5e-06 1.2e-05 2.1e-08 8.75e-01 2.148823263e-01 2.148769841e-01 1.2e-05 0.27 \n", "18 1.7e-06 8.2e-06 1.2e-08 8.85e-01 2.143013544e-01 2.142976924e-01 8.2e-06 0.28 \n", "19 1.6e-06 7.7e-06 1.1e-08 9.03e-01 2.142786291e-01 2.142751783e-01 7.7e-06 0.29 \n", "20 9.9e-07 4.8e-06 5.4e-09 9.09e-01 2.137893790e-01 2.137871826e-01 4.8e-06 0.30 \n", "21 8.5e-07 4.1e-06 4.4e-09 8.60e-01 2.136317544e-01 2.136298245e-01 4.1e-06 0.30 \n", "22 8.1e-07 3.9e-06 4.1e-09 8.33e-01 2.135692363e-01 2.135673840e-01 3.9e-06 0.31 \n", "23 7.9e-07 3.8e-06 3.9e-09 8.35e-01 2.135530013e-01 2.135511868e-01 3.8e-06 0.32 \n", "24 6.9e-07 3.3e-06 3.2e-09 8.33e-01 2.134027805e-01 2.134011731e-01 3.3e-06 0.33 \n", "25 3.5e-07 1.7e-06 1.2e-09 8.23e-01 2.129778108e-01 2.129769367e-01 1.7e-06 0.34 \n", "26 3.3e-07 1.6e-06 1.1e-09 8.43e-01 2.129379387e-01 2.129371256e-01 1.6e-06 0.35 \n", "27 2.2e-07 1.1e-06 6.5e-10 8.48e-01 2.127934005e-01 2.127928223e-01 1.1e-06 0.36 \n", "28 1.2e-07 5.8e-07 2.7e-10 8.72e-01 2.126512890e-01 2.126509681e-01 5.8e-07 0.37 \n", "29 1.2e-07 5.7e-07 2.6e-10 9.18e-01 2.126472296e-01 2.126469133e-01 5.7e-07 0.37 \n", "30 4.6e-08 2.2e-07 6.5e-11 9.22e-01 2.125597556e-01 2.125596301e-01 2.2e-07 0.38 \n", "31 1.7e-08 8.3e-08 1.5e-11 9.61e-01 2.125239401e-01 2.125238932e-01 8.3e-08 0.39 \n", "32 3.7e-09 1.9e-08 1.7e-12 9.85e-01 2.125108858e-01 2.125108750e-01 1.9e-08 0.40 \n", "Optimizer terminated. Time: 0.42 \n", "\n", "\n", "Interior-point solution summary\n", " Problem status : PRIMAL_AND_DUAL_FEASIBLE\n", " Solution status : OPTIMAL\n", " Primal. obj: 2.1251088582e-01 nrm: 5e+01 Viol. con: 4e-14 var: 0e+00 acc: 0e+00 \n", " Dual. obj: 2.1251087505e-01 nrm: 1e+00 Viol. con: 6e-09 var: 1e-12 acc: 0e+00 \n" ] } ], "source": [ "# solve QP\n", "with Model('ConvexApproxLeastSquares') as M:\n", "\n", " ############## create variables ##############\n", "\n", " m = M.variable( 1, Domain.unbounded() ) # maximum variable\n", " t = M.variable( n, Domain.unbounded() ) \n", " ss = M.variable( [n, d], Domain.unbounded() ) # variables s stored in n X d matrix\n", "\n", " ############## create constraints ##############\n", "\n", " # create Qr constraints\n", "\n", " # auxDiff = t - ys\n", " auxDiff = M.variable( n, Domain.unbounded() )\n", " M.constraint( Expr.sub(t, auxDiff), Domain.equalsTo(Y) )\n", "\n", " # (0.5, m, t - ys) in Q_r\n", " auxHalf = M.variable( 1, Domain.equalsTo(0.5) )\n", " z1 = Var.vstack( auxHalf, m, auxDiff )\n", " M.constraint( z1, Domain.inRotatedQCone() )\n", "\n", " # create constraints on the maximum of the linear-piecewise functions\n", " # i.e. \n", " # 0 >= t_j - t_i + \n", "\n", " # compute t_j - t_i\n", " t_is = Expr.flatten( Expr.repeat(t, n, 1) )\n", " t_js = Expr.repeat( t, n, 0 )\n", "\n", " Diff = Expr.sub(t_js, t_is)\n", "\n", " # make a dot product \n", " x_is = np.repeat( X, repeats=n, axis=0 )\n", " x_js = np.tile( X, (n, 1) )\n", " ss_stack = Expr.repeat( ss, n, 0 )\n", "\n", " dotProd = Expr.sum( Expr.mulElm(ss_stack ,x_is - x_js) , 1 ) # dot product \n", " \n", " # add constraint\n", " expr = Expr.add(Diff, dotProd)\n", " M.constraint( expr, Domain.lessThan(0) )\n", "\n", " ############## solve problem ##############\n", "\n", " # minimize the least squares\n", " M.objective( \"obj\", ObjectiveSense.Minimize, m ) \n", "\n", " # set the log handler to stdout\n", " M.setLogHandler(sys.stdout)\n", "\n", " M.solve()\n", "\n", " # get the optimal values\n", " solt = t.level()\n", " sols = ss.level().reshape((n, d))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model evalutation\n", "\n", "Let us evaluate our fit, this can be done as follows\n", "\n", "$\\hat \\Phi (\\mathbf{x}) = \\max \\limits _{1 \\leq j \\leq n} \\{ \\hat{t}_j + \\hat{s}_j^T (\\mathbf{x} - X_j) \\}$\n", " \n", "We can now see obvious drawback of such method; we need to keep all points. Please note that code below is not vectorized for the educational purposes but should be if aiming for efficiency." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# create points for evaluation\n", "n = 100\n", "xs = np.linspace(-.1, .1, n)\n", "ys = np.linspace(-.1, .1, n)\n", "\n", "xx, yy = np.meshgrid(xs, ys)\n", "x = np.c_[xx.reshape(xx.size, 1), yy.reshape(yy.size, 1)]\n", "x = x.astype(np.double)\n", "\n", "# get number of linear functions\n", "numberOfLinearFuns = solt.size\n", "\n", "# evaluate data\n", "phi = np.zeros(n**2)\n", "\n", "for i in range(0, n**2):\n", "\n", " possibleValues = np.zeros(numberOfLinearFuns)\n", " for j in range(0, numberOfLinearFuns):\n", " \n", " # max_j { t_j + }\n", " val = solt[j] + np.dot(sols[j, :], x[i, :] - X[j, :])\n", " possibleValues[j] = val\n", "\n", " phi[i] = np.max(possibleValues)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the results\n", "Finally, we can plot our solution. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# create plot\n", "fig = plt.figure()\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "# set title\n", "ax.set_title(\"Linear piece-wise approximation\")\n", "\n", "# scatter old points\n", "ax.scatter(X[:, 0], X[:, 1], Y)\n", "\n", "# plot the model\n", "xx = x[:, 0].reshape(n, n)\n", "yy = x[:, 1].reshape(n, n)\n", "zz = phi.reshape(n, n)\n", "axs = ax.contour3D(xx, yy, zz, 50, cmap=cm.cool)\n", "\n", "# set the legend\n", "leg = ax.legend([\"Data\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"Creative
This work is licensed under a Creative Commons Attribution 4.0 International License. The **MOSEK** logo and name are trademarks of Mosek ApS. The code is provided as-is. Compatibility with future release of **MOSEK** or the `Fusion API` are not guaranteed. For more information contact our [support](mailto:support@mosek.com). " ] } ], "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": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" } } }, "nbformat": 4, "nbformat_minor": 4 }