{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Foundations of Computational Economics #29\n", "\n", "by Fedor Iskhakov, ANU\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "## Coding up the Rust model of bus engine replacement\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "[https://youtu.be/QzOVgKIUBqg](https://youtu.be/QzOVgKIUBqg)\n", "\n", "Description: Implementation of Rust model in infinite horizon with value function iterations solver" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Bellman equation in expected value function space\n", "\n", "$ EV(x,d) $ = the expected value function\n", "\n", "$$\n", "\\begin{eqnarray}\n", "EV(x,d) &=& \\sum_{x' \\in X} \\log \\big( \\exp[v(x',0)] + \\exp[v(x',1)] \\big) \\pi(x'|x,d) \\\\\n", "v(x,d) &=& u(x,d) + \\beta EV(x,d)\n", "\\end{eqnarray}\n", "$$\n", "\n", "- $ x \\in \\{x_1, \\dots x_n \\} $, the state space is given by $ n $ grid points of mileage \n", "- $ d \\in \\{0,1\\} $, the choice space is given by two points \n", "- $ EV(x,d) $ is $ n $ by $ 2 $ matrix " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Instantaneous payoffs\n", "\n", "Given by the cost function that depends on the choice\n", "\n", "$$\n", "u(x,d,\\theta_1)=\\left \\{\n", "\\begin{array}{ll}\n", " -RC-c(0,\\theta_1) & \\text{if }d_{t}=\\text{replace}=1 \\\\\n", " -c(x,\\theta_1) & \\text{if }d_{t}=\\text{keep}=0\n", "\\end{array} \\right.\n", "$$\n", "\n", "- $ RC $ = replacement cost \n", "- $ c(x,\\theta_1) = 0.001 \\cdot \\theta_1 x $ = cost of maintenance \n", "- $ \\theta_1 $ = preference parameters " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Transition matrix for mileage\n", "\n", "If not replacing ($ d=0) $\n", "\n", "$$\n", "\\Pi(d=0)_{n x n} =\n", "\\begin{pmatrix}\n", "\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & \\cdot & 0 \\\\\n", "0 & \\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & 0 \\\\\n", "0 & 0 &\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & 0 \\\\\n", "\\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot \\\\\n", "0 & \\cdot & \\cdot & 0 & \\theta_{20} & \\theta_{21} & \\theta_{22} & 0 \\\\\n", "0 & \\cdot & \\cdot & \\cdot & 0 & \\theta_{20} & \\theta_{21} & \\theta_{22} \\\\\n", "0 & \\cdot & \\cdot & \\cdot & \\cdot & 0 & \\theta_{20} & 1-\\theta_{20} \\\\\n", "0 & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & 0 & 1\n", "\\end{pmatrix}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Transition matrix for mileage\n", "\n", "If replacing ($ d=1) $\n", "\n", "$$\n", "\\Pi(d=1)_{n x n} =\n", "\\begin{pmatrix}\n", "\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & \\cdot & 0 \\\\\n", "\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & \\cdot & 0 \\\\\n", "\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & \\cdot & 0 \\\\\n", "\\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot \\\\\n", "\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & \\cdot & 0 \\\\\n", "\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & \\cdot & 0 \\\\\n", "\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & \\cdot & 0 \\\\\n", "\\end{pmatrix}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Bellman operator and VFI\n", "\n", "$$\n", "\\begin{eqnarray}\n", "T^*(EV)(x,d) &\\equiv& \\sum_{x' \\in X} \\log \\big( \\exp[v(x',0)] + \\exp[v(x',1)] \\big) \\pi(x'|x,d) \\\\\n", "v(x,d) &=& u(x,d) + \\beta EV(x,d)\n", "\\end{eqnarray}\n", "$$\n", "\n", "1. Start with arbitrary guess for \\$EV(x,d)\\$ \n", "1. Apply \\$T^*\\$ operator \n", "1. Check for (uniform) convergence \n", "1. If not converged to a given level of tolerance, return to step 2, otherwise finish. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### One more thing\n", "\n", "*It is always useful to examine the structure of the problem for insights into better code structure!*\n", "\n", "- Bus with just replaced engine is identical to the new bus from the model’s point of view\n", " $ \\Rightarrow EV(x,d = \\text{replace}) = EV(0,d = \\text{keep}) $ for all $ x $ \n", "- and instead of $ EV(x,d) $ to be $ n $ by $ 2 $ matrix, it is sufficient to work with a vector\n", " $ EV(x) $ with $ n $ elements \n", "- we also only need one transition probability matrix then " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- When computing **logsum** functions \n", "\n", "\n", "$$\n", "\\log \\big( \\exp[v(x',0)] + \\exp[v(x',1)] \\big)\n", "$$\n", "\n", "- we can avoid computing exponential of large numbers by using the equivalent \n", "\n", "\n", "$$\n", "M + \\log \\big( \\exp[v(x',0)-M] + \\exp[v(x',1)-M] \\big)\n", "$$" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rust model at id=140320486659664\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Solution ev=\n", "[-0.33831227 -0.36286609 -0.38741983 -0.4119735 -0.43652708 -0.46108058\n", " -0.48563399 -0.51018731 -0.53474054 -0.55929368 -0.58384672 -0.60839965\n", " -0.63295248 -0.65750521 -0.68205782 -0.70661032 -0.73116271 -0.75571497\n", " -0.78026711 -0.80481912 -0.829371 -0.85392275 -0.87847435 -0.90302581\n", " -0.92757711 -0.95212827 -0.97667926 -1.00123009 -1.02578075 -1.05033124\n", " -1.07488154 -1.09943165 -1.12398157 -1.14853129 -1.1730808 -1.19763009\n", " -1.22217915 -1.24672799 -1.27127658 -1.29582492 -1.32037301 -1.34492082\n", " -1.36946835 -1.39401558 -1.41856251 -1.44310913 -1.46765541 -1.49220135\n", " -1.51674693 -1.54129213 -1.56583694 -1.59038134 -1.61492531 -1.63946883\n", " -1.66401189 -1.68855444 -1.71309649 -1.73763799 -1.76217892 -1.78671925\n", " -1.81125896 -1.835798 -1.86033635 -1.88487396 -1.9094108 -1.93394683\n", " -1.958482 -1.98301625 -2.00754955 -2.03208184 -2.05661305 -2.08114312\n", " -2.10567199 -2.13019959 -2.15472583 -2.17925063 -2.20377391 -2.22829557\n", " -2.25281551 -2.27733362 -2.30184978 -2.32636387 -2.35087575 -2.37538527\n", " -2.39989229 -2.42439663 -2.44889812 -2.47339655 -2.49789174 -2.52238344\n", " -2.54687143 -2.57135545 -2.59583522 -2.62031044 -2.64478079 -2.66924593\n", " -2.6937055 -2.71815908 -2.74260625 -2.76704656 -2.7914795 -2.81590455\n", " -2.84032112 -2.8647286 -2.88912631 -2.91351355 -2.93788954 -2.96225345\n", " -2.98660438 -3.01094136 -3.03526335 -3.05956923 -3.0838578 -3.10812774\n", " -3.13237767 -3.15660606 -3.1808113 -3.20499161 -3.22914512 -3.25326977\n", " -3.27736338 -3.30142358 -3.3254478 -3.3494333 -3.37337711 -3.39727603\n", " -3.4211266 -3.44492512 -3.46866756 -3.4923496 -3.51596659 -3.53951349\n", " -3.56298487 -3.58637491 -3.60967728 -3.63288518 -3.6559913 -3.67898771\n", " -3.70186589 -3.72461663 -3.74723003 -3.76969536 -3.7920011 -3.81413479\n", " -3.836083 -3.85783125 -3.87936391 -3.90066412 -3.92171371 -3.94249306\n", " -3.962981 -3.98315473 -4.00298961 -4.02245908 -4.04153448 -4.0601849\n", " -4.07837698 -4.09607474 -4.11323936 -4.12982895 -4.14579834 -4.16109875\n", " -4.17567765 -4.18947815 -4.20243932 -4.21449448 -4.22557372 -4.23559719\n", " -4.24448843 -4.25214374 -4.25849757 -4.2633781 -4.26682051 -4.26838168\n", " -4.26863285]\n", "Solution pr=\n", "[8.08331835e-06 8.28425234e-06 8.49018048e-06 8.70122688e-06\n", " 8.91751870e-06 9.13918627e-06 9.36636317e-06 9.59918628e-06\n", " 9.83779588e-06 1.00823357e-05 1.03329532e-05 1.05897993e-05\n", " 1.08530287e-05 1.11228000e-05 1.13992757e-05 1.16826225e-05\n", " 1.19730109e-05 1.22706159e-05 1.25756168e-05 1.28881972e-05\n", " 1.32085456e-05 1.35368547e-05 1.38733223e-05 1.42181511e-05\n", " 1.45715487e-05 1.49337280e-05 1.53049069e-05 1.56853091e-05\n", " 1.60751635e-05 1.64747049e-05 1.68841737e-05 1.73038166e-05\n", " 1.77338861e-05 1.81746410e-05 1.86263467e-05 1.90892750e-05\n", " 1.95637044e-05 2.00499205e-05 2.05482158e-05 2.10588901e-05\n", " 2.15822505e-05 2.21186120e-05 2.26682970e-05 2.32316363e-05\n", " 2.38089684e-05 2.44006405e-05 2.50070084e-05 2.56284365e-05\n", " 2.62652982e-05 2.69179763e-05 2.75868629e-05 2.82723598e-05\n", " 2.89748787e-05 2.96948415e-05 3.04326803e-05 3.11888381e-05\n", " 3.19637687e-05 3.27579368e-05 3.35718189e-05 3.44059030e-05\n", " 3.52606890e-05 3.61366892e-05 3.70344283e-05 3.79544440e-05\n", " 3.88972869e-05 3.98635212e-05 4.08537248e-05 4.18684897e-05\n", " 4.29084221e-05 4.39741432e-05 4.50662890e-05 4.61855109e-05\n", " 4.73324761e-05 4.85078678e-05 4.97123856e-05 5.09467459e-05\n", " 5.22116822e-05 5.35079454e-05 5.48363043e-05 5.61975458e-05\n", " 5.75924756e-05 5.90219180e-05 6.04867167e-05 6.19877351e-05\n", " 6.35258564e-05 6.51019844e-05 6.67170434e-05 6.83719787e-05\n", " 7.00677571e-05 7.18053669e-05 7.35858183e-05 7.54101440e-05\n", " 7.72793990e-05 7.91946610e-05 8.11570309e-05 8.31676324e-05\n", " 8.52276126e-05 8.73381422e-05 8.95004150e-05 9.17156485e-05\n", " 9.39850834e-05 9.63099838e-05 9.86916368e-05 1.01131352e-04\n", " 1.03630462e-04 1.06190322e-04 1.08812305e-04 1.11497810e-04\n", " 1.14248251e-04 1.17065063e-04 1.19949698e-04 1.22903624e-04\n", " 1.25928323e-04 1.29025289e-04 1.32196027e-04 1.35442050e-04\n", " 1.38764875e-04 1.42166019e-04 1.45647000e-04 1.49209328e-04\n", " 1.52854501e-04 1.56584004e-04 1.60399296e-04 1.64301811e-04\n", " 1.68292943e-04 1.72374046e-04 1.76546419e-04 1.80811296e-04\n", " 1.85169839e-04 1.89623121e-04 1.94172115e-04 1.98817677e-04\n", " 2.03560530e-04 2.08401244e-04 2.13340219e-04 2.18377656e-04\n", " 2.23513539e-04 2.28747600e-04 2.34079296e-04 2.39507771e-04\n", " 2.45031820e-04 2.50649852e-04 2.56359843e-04 2.62159292e-04\n", " 2.68045167e-04 2.74013847e-04 2.80061067e-04 2.86181846e-04\n", " 2.92370421e-04 2.98620165e-04 3.04923508e-04 3.11271849e-04\n", " 3.17655461e-04 3.24063389e-04 3.30483347e-04 3.36901605e-04\n", " 3.43302875e-04 3.49670185e-04 3.55984757e-04 3.62225879e-04\n", " 3.68370781e-04 3.74394488e-04 3.80269739e-04 3.85966772e-04\n", " 3.91453422e-04 3.96694563e-04 4.01653058e-04 4.06287423e-04\n", " 4.10556841e-04 4.14410073e-04 4.17809980e-04 4.20679823e-04\n", " 4.23021728e-04 4.24657367e-04 4.25797233e-04]\n" ] } ], "source": [ "# THIS IS DEVELOPPED IN THE VIDEO\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "class zurcher():\n", " '''Harold Zurcher bus engine replacement model class, VFI version'''\n", "\n", " def __init__(self,\n", " n = 175, # number of state points\n", " RC = 11.7257, # replacement cost\n", " c = 2.45569, # parameter of maintance cost (theta_1)\n", " p = [0.0937,0.4475,0.4459,0.0127], # probabilities of transitions (theta_2)\n", " beta = 0.9999): # discount factor\n", " '''Init for the Zurcher model object'''\n", " assert sum(p)<=1.0, 'Transition probability parameters must sum up to <1'\n", " self.RC, self.c, self.p, self.beta, self.n= RC, c, p, beta, n\n", "\n", " @property\n", " def n(self):\n", " '''Attrinute getter for n'''\n", " return self.__n\n", "\n", " @n.setter\n", " def n(self, value):\n", " '''Attribute n setter'''\n", " self.__n = value\n", " self.grid = np.arange(self.__n)\n", " self.trpr = self.__transition_probs()\n", "\n", " def __repr__(self):\n", " '''String representation of the Zurcher model'''\n", " return 'Rust model at id={}'.format(id(self))\n", "\n", " def __transition_probs(self):\n", " '''Computing the transision probability matrix'''\n", " trpr = np.zeros((self.__n,self.__n)) # init\n", " probs = self.p + [1-sum(self.p)] # ensure sum up to 1\n", " for i,p in enumerate(probs):\n", " trpr += np.diag([p]*(self.__n-i),k=i)\n", " trpr[:,-1] = 1.-np.sum(trpr[:,:-1],axis=1)\n", " return trpr\n", "\n", " def bellman(self,ev0):\n", " '''Bellman operator for the model'''\n", " x = self.grid # points in the next period state\n", " mcost = -0.001*x*self.c\n", " vx0 = mcost + self.beta * ev0 # vector of v(x,0)\n", " vx1 = -self.RC + mcost[0] + self.beta * ev0[0] # vector of v(x,1)\n", " M = np.maximum(vx0,vx1)\n", " logsum = M + np.log(np.exp(vx0-M) + np.exp(vx1-M))\n", " ev1 = self.trpr @ logsum[:,np.newaxis]\n", " ev1 = ev1.ravel()\n", " # recompute v(x,d) for current period choice probabilities\n", " vx0 = mcost + self.beta * ev1 # vector of v(x,0)\n", " vx1 = -self.RC + mcost[0] + self.beta * ev1[0] # vector of v(x,1)\n", " pr1 = 1 / (np.exp(vx0-vx1)+1) # choice prob to repace\n", " return ev1, pr1\n", "\n", " def solve_vfi(self,tol=1e-6,maxiter=100,callback=None):\n", " '''Solves the Rust model using value function iterations\n", " '''\n", " ev0 = np.zeros(self.n) # initial point for VFI\n", " for i in range(maxiter): # main loop\n", " ev1, pr1 = self.bellman(ev0) # update approximation\n", " err = np.amax(np.abs(ev0-ev1))\n", " if callback != None: callback(iter=i,err=err,ev1=ev1,ev0=ev0,pr1=pr1,model=self)\n", " if err0)\n", " Frechet derivative of Bellman operator (if output>1)\n", " '''\n", " # EV0 is current approximation of EV on the fixed grid\n", " # For d=0 it holds values for all mileages\n", " # For d=1 (replacement) we use the first value EV0[0]\n", " # So, instead of EV(x,d) for d=0,1, we can use only one vector!\n", " assert np.all(ev0.shape==(self.n,1)),'Expecting EV as column vector'\n", " x = self.grid.reshape((self.n,1)) # states (in the next period), column vector\n", " c = 0.001*self.c*x # maintenance cost in all states\n", " v0 = -c + self.beta*ev0 # value of not replacing\n", " v1 = -c[0] -self.RC + self.beta*ev0[0] # value of replacing\n", " # recenter the values for numerical stability of logsum !!!!!!!!!!!!!!!!\n", " maxv = np.maximum(v0,v1)\n", " logsum = maxv + np.log(np.exp(v0-maxv) + np.exp(v1-maxv))\n", " ev1 = self.P1 @ logsum # matrix multiplication, result as column vector\n", " if output == 0:\n", " return ev1\n", " # keep (no replacement) choice probability\n", " pk = 1/(1+np.exp(v1-v0))\n", " if output == 1:\n", " return ev1,pk\n", "\n", " def solve_vfi(self, maxiter=1000, tol=1e-6, callback=None):\n", " '''Solves the model using successive approximations (VFI)'''\n", " ev0 = np.full((self.n,1),0) # initial guess of EV\n", " for iter in range(maxiter):\n", " ev1,pk = self.bellman(ev0,output=1)\n", " stp = np.max(abs(ev1-ev0))\n", " if callback:\n", " if iter==0: stp0=1.0\n", " callback(iter,self,ev1,pk,stp,stp/stp0) # callback for making plots\n", " if stp < tol:\n", " break\n", " ev0=ev1\n", " stp0=stp\n", " else: # when i went up to maxiter\n", " print('No convergence: maximum number of iterations achieved!')\n", " return ev1,pk\n", "\n", " def solve_show(self,solver='vfi',maxiter=1000,tol=1e-6,**kvargs):\n", " '''Illustrate solution'''\n", " fig1, (ax1,ax2) = plt.subplots(1,2,figsize=(14,8))\n", " ax1.grid(b=True, which='both', color='0.65', linestyle='-')\n", " ax2.grid(b=True, which='both', color='0.65', linestyle='-')\n", " ax1.set_xlabel('Mileage grid')\n", " ax2.set_xlabel('Mileage grid')\n", " ax1.set_title('Value function')\n", " ax2.set_title('Probability of keeping the engine')\n", " def callback(iter,mod,ev,pk,stp,dstp):\n", " if iter==0:\n", " print('%4s %16s %16s'%('iter','err','err(i)/err(i-1)'))\n", " print('-'*40)\n", " print('%4d %16.12f %16.12f'%(iter,stp,dstp))\n", " ax1.plot(mod.grid,ev,color='k',alpha=0.25)\n", " ax2.plot(mod.grid,pk,color='k',alpha=0.25)\n", " if solver=='vfi':\n", " ev,pk = self.solve_vfi(maxiter=maxiter,tol=tol,callback=callback,**kvargs)\n", " elif solver=='nk':\n", " ev,pk = self.solve_nk(maxiter=maxiter,tol=tol,callback=callback,**kvargs)\n", " elif solver=='poly':\n", " ev,pk = self.solve_poly(maxiter=maxiter,tol=tol,callback=callback,**kvargs)\n", " else:\n", " print('Unknown solver')\n", " return None\n", " # add solutions\n", " ax1.plot(self.grid,ev,color='r',linewidth=2.5)\n", " ax2.plot(self.grid,pk,color='r',linewidth=2.5)\n", " plt.show()\n", " return ev,pk" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model grid:\n", " [ 0 1 2 3 4 5 6 7 8 9 10 11]\n", "Zurcher bus engine replacement model with id=0x7f9eb83bda90\n", "Transition probabilities conditional on not replacing:\n", " [[0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0. 0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. ]\n", " [0. 0. 0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. ]\n", " [0. 0. 0. 0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0.65 0.2 0.1 0.05 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.65 0.2 0.1 0.05 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0. 0.65 0.2 0.1 0.05 0. 0. ]\n", " [0. 0. 0. 0. 0. 0. 0. 0.65 0.2 0.1 0.05 0. ]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0.65 0.2 0.1 0.05]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.65 0.2 0.15]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.65 0.35]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. ]]\n", "Transition probabilities conditional on replacing:\n", " [[0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [0.65 0.2 0.1 0.05 0. 0. 0. 0. 0. 0. 0. 0. ]]\n", "Bellman one run:\n", " [[0.47323702]\n", " [0.47170994]\n", " [0.47018428]\n", " [0.46866004]\n", " [0.46713722]\n", " [0.46561582]\n", " [0.46409584]\n", " [0.46257729]\n", " [0.46106015]\n", " [0.45962006]\n", " [0.45833254]\n", " [0.45734867]]\n", "Probability of keeping:\n", " [[0.62245933]\n", " [0.62188206]\n", " [0.62130445]\n", " [0.62072649]\n", " [0.62014818]\n", " [0.61956954]\n", " [0.61899056]\n", " [0.61841124]\n", " [0.61783158]\n", " [0.61725158]\n", " [0.61667125]\n", " [0.61609059]]\n" ] } ], "source": [ "# investigate how parts of the code work:\n", "model = zurcher(RC=.5,n=12,p=[0.65,0.2,0.1]) # model instance\n", "print('Model grid:\\n',model.grid)\n", "print(model) # string representation\n", "print('Transition probabilities conditional on not replacing:\\n',model.P1)\n", "print('Transition probabilities conditional on replacing:\\n',model.P2)\n", "ev,pk = model.bellman(np.full((model.n,1),0),output=1)\n", "print('Bellman one run:\\n',ev)\n", "print('Probability of keeping:\\n',pk)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iter err err(i)/err(i-1)\n", "----------------------------------------\n", " 0 0.417013120838 0.417013120838\n", " 1 0.370621231082 0.888751966213\n", " 2 0.327694171617 0.884175390224\n", " 3 0.287961455490 0.878750616984\n", " 4 0.251303448761 0.872698216966\n", " 5 0.217734713293 0.866421509000\n", " 6 0.187291798495 0.860183457487\n", " 7 0.160016330707 0.854369128773\n", " 8 0.135901357738 0.849296800756\n", " 9 0.114862847118 0.845192785634\n", " 10 0.096741182600 0.842232149276\n", " 11 0.081326735019 0.840663023065\n", " 12 0.068378239873 0.840784274152\n", " 13 0.057792280046 0.845185254165\n", " 14 0.049175736163 0.850904932690\n", " 15 0.042089382417 0.855897353068\n", " 16 0.036210267283 0.860318332170\n", " 17 0.031292801483 0.864196920689\n", " 18 0.027151337854 0.867654430650\n", " 19 0.023641549056 0.870732380965\n", " 20 0.020650667367 0.873490451829\n", " 21 0.018089047165 0.875954604423\n", " 22 0.015885781951 0.878198934777\n", " 23 0.013982833446 0.880210586351\n", " 24 0.012332999988 0.882010075810\n", " 25 0.010898109646 0.883654395295\n", " 26 0.009646543045 0.885157459273\n", " 27 0.008551907007 0.886525563278\n", " 28 0.007592036396 0.887759465807\n", " 29 0.006748259343 0.888860246554\n", " 30 0.006005359648 0.889912397087\n", " 31 0.005349690415 0.890819322886\n", " 32 0.004770277908 0.891692329344\n", " 33 0.004257352714 0.892474777412\n", " 34 0.003802587451 0.893181210732\n", " 35 0.003398868436 0.893830445683\n", " 36 0.003040032902 0.894425000077\n", " 37 0.002720730799 0.894967550499\n", " 38 0.002436307958 0.895460865964\n", " 39 0.002182707191 0.895907754115\n", " 40 0.001956454399 0.896343039906\n", " 41 0.001754395785 0.896722042706\n", " 42 0.001573785710 0.897052833441\n", " 43 0.001412253499 0.897360733435\n", " 44 0.001267744249 0.897674709159\n", " 45 0.001138319591 0.897909489115\n", " 46 0.001022391934 0.898158954578\n", " 47 0.000918488806 0.898372508819\n", " 48 0.000825313079 0.898555402383\n", " 49 0.000741749231 0.898748910814\n", " 50 0.000666747945 0.898885927178\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 51 0.000599439885 0.899050216880\n", " 52 0.000538991569 0.899158669047\n", " 53 0.000484708110 0.899286998748\n", " 54 0.000435937364 0.899381204954\n", " 55 0.000392112077 0.899468843198\n", " 56 0.000352728537 0.899560502761\n", " 57 0.000317316129 0.899604358475\n", " 58 0.000285490244 0.899702906408\n", " 59 0.000256863810 0.899728853221\n", " 60 0.000231122587 0.899786493992\n", " 61 0.000207970483 0.899827604103\n", " 62 0.000187139721 0.899837888320\n", " 63 0.000168407479 0.899902375562\n", " 64 0.000151550220 0.899901957177\n", " 65 0.000136383280 0.899921362375\n", " 66 0.000122738027 0.899949221210\n", " 67 0.000110456674 0.899938484602\n", " 68 0.000099407298 0.899966423032\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# solve Harold Zurcher model for different parameters\n", "m = zurcher(beta=0.9,RC=5.0)\n", "ev,pk = m.solve_show(maxiter=500,tol=1e-4)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Further learning resources\n", "\n", "- Matlab implementation of full solver and Rust estimator (NFXP) [https://github.com/dseconf/DSE2019/tree/master/02_DDC_SchjerningIskhakov](https://github.com/dseconf/DSE2019/tree/master/02_DDC_SchjerningIskhakov) " ] } ], "metadata": { "celltoolbar": "Slideshow", "date": 1612589586.033911, "download_nb": false, "filename": "29_zurcher_code.rst", "filename_with_path": "29_zurcher_code", "kernelspec": { "display_name": "Python", "language": "python3", "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": "3.7.6" }, "title": "Foundations of Computational Economics #29" }, "nbformat": 4, "nbformat_minor": 4 }