diff --git a/FinanceLecture/Introduction to Qiskit Finance.ipynb b/FinanceLecture/Introduction to Qiskit Finance.ipynb new file mode 100644 index 0000000..305c5ee --- /dev/null +++ b/FinanceLecture/Introduction to Qiskit Finance.ipynb @@ -0,0 +1,1599 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.simplefilter(\"ignore\", category=DeprecationWarning)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Introduction to Qiskit Finance\n", + "
\n", + "
\n", + "
\n", + "
\n", + "
\n", + "\n", + "$\\hspace{30cm}$_Julien Gacon (jul@zurich.ibm.com)_" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Finance + Quantum Computing?" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Qiskit Finance " + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Portfolio optimization" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "How can we optimize the portfolio to have the maximum return but at the same time has a small risk?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Asset modelling" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Collection of assets: Modelled with a multivariate probability distribution $\\vec X = (X_1, ..., X_n)$." + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Optimal solution $\\vec x^*$:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Or in a formula:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "There are different ways to quantify risk -- first we'll define it as the _variance_ of the joint distribution:" + ] + }, + { + "attachments": { + "image-3.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image-3.png](attachment:image-3.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "This is nothing but a quadratic program! These are well-studied and we can solve them with Qiskit." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Quadratic program formulation" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "mu = np.array([2.5, 4.2, 1])\n", + "sigma = np.array([[1, 0, -1],\n", + " [0, 1, 0.7],\n", + " [-1, 0.7, 1]])\n", + "\n", + "budget = 2 # select 2 of the 3 assets\n", + "risk_factor = 0.7 " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "In Qiskit, there is the dedicated `PortfolioOptimization` application to construct the quadratic program for portfolio optimizations." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "from qiskit_finance.applications.optimization import PortfolioOptimization\n", + "\n", + "popt = PortfolioOptimization(expected_returns=mu, covariances=sigma, risk_factor=risk_factor, budget=budget)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\ This file has been generated by DOcplex\n", + "\\ ENCODING=ISO-8859-1\n", + "\\Problem name: Portfolio optimization\n", + "\n", + "Minimize\n", + " obj: - 2.500000000000 x_0 - 4.200000000000 x_1 - x_2 + [ 1.400000000000 x_0^2\n", + " - 2.800000000000 x_0*x_2 + 1.400000000000 x_1^2 + 1.960000000000 x_1*x_2\n", + " + 1.400000000000 x_2^2 ]/2\n", + "Subject To\n", + " c0: x_0 + x_1 + x_2 = 2\n", + "\n", + "Bounds\n", + " 0 <= x_0 <= 1\n", + " 0 <= x_1 <= 1\n", + " 0 <= x_2 <= 1\n", + "\n", + "Binaries\n", + " x_0 x_1 x_2\n", + "End\n", + "\n" + ] + } + ], + "source": [ + "qp = popt.to_quadratic_program()\n", + "print(qp)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Now we can solve the program either classically or with a quantum algorithm." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "from qiskit_optimization.algorithms import CplexOptimizer # classical optimization algorithm from IBM\n", + "\n", + "cplex_optimizer = CplexOptimizer()\n", + "cplex_result = cplex_optimizer.solve(qp)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "optimal function value: -5.300000000000001\n", + "optimal value: [1. 1. 0.]\n", + "status: SUCCESS\n" + ] + } + ], + "source": [ + "print(cplex_result)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Result: We should select asset 1 and 2!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "**Note** This is NP-hard, classical algorithms only work for small instances!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Recap on the Variational Quantum Eigensolver" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Goal: Find ground state $|\\Psi\\rangle$ of the Hamiltonian $H$.\n", + "\n", + "Idea: Choose model $|\\phi(\\theta)\\rangle$ that can approximate $|\\Psi\\rangle$ well and minimize the energy\n", + "\n", + "$$\n", + " \\theta^* = \\text{argmin}_\\theta E(\\theta) = \\text{argmin}_\\theta \\langle\\phi(\\theta)|H|\\phi(\\theta)\\rangle \n", + "$$" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "_A variational eigenvalue solver on a photonic quantum processor._ Peruzzo et al. (2014) [Nat Commun 5, 4213](https://www.nature.com/articles/ncomms5213)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "With special $H$ we can solve quadratic unconstrained binary optimizations (QUBOs)!" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "_Quantum optimization using variational algorithms on near-term quantum devices._ Moll et al. (2017) [arXiv:1710.01022](https://arxiv.org/abs/1710.01022)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Solving the program with the VQE" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "-" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "First, we'll select our simulator. This is Qiskit's shot-based local simulator." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [], + "source": [ + "from qiskit import Aer\n", + "\n", + "sim = Aer.get_backend(\"qasm_simulator\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "And the ansatz $\\phi(\\theta)$:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "data": { + "image/png": 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ox0qFUuwt0wBpN/KZ9t4B1kQmljlGrzdyJDaNI7FpvPHpEea/2pmxjzdHo9GUY6VCKfaUaznEbUUx89fxrc8YVvuP4+z3uwleOJ0qTeooXVYJl1Jz6DR6I+8tizHZnO+l0xt5+4tjdHl6E1fTcs3/gKgQ7CXTAIdP/kHA4PUmm/Of3cwuZNzsPQyfuVMOff+F2EuupUHbgFFvIOGb7WidHPEMaKJ0OcVcTcslePwWTiRcf6CfPxqXTsiErfxxPc/KlQk1U3OmAY7EptFnYgTXruc/0M+v++U8Q1/Zwa1bBitXJtRM7bmWBm0DWidH/Mb2AyAz8YrC1dxlNBp59s1fOXcxq+wxJyZgPDHB5DzxSTd57t97MRot2/sW9k+tmQbIzr3F31/ZQVbOrTLHWJLrrXtSeG9ZjLXLEyqm5lyDNGirCnxpCKPjv+LppG9p/+pI9r2ykBtxFwDosWA6DfoEFY3ttXwW9YLblGt9K376nZ/3X7LKXBt3J7MmwvJDiaKknNxbpKbnUVCoV7qUMqk90wCv/Tea85ezrTJX2BfHOPmAR5fEbTezCrmWnodOp96jEfaQa1B5gzYYDHz00Uc0b94cV1dX2rRpQ1RUFH5+fkycOFHp8ko48ekPrGoxljUB40nZeYw63VoVfXZ4znLazRqJo5srjQZ0pjAzl8tR5be1bjAYCV9q3e8LXxoje9EPYN+xVB5/6ReqdllJnZBVVH/0a14I20diSqb5Hy5nas40wLX0PBavi7fafDq9kY++Omm1+f4qjEYja7cl0eXpjXh0+5raIauo23s1b34WzY17bt9UC7Xn+g5VN+gJEyYQFhbGpEmTiIiIYPjw4YwaNYrExESCgoLMT6CQwps57PvHIhr0bk/Dfh0ByE/PJG7pFjq/M542M4Zy+K0V5VrTjkOXi91GZQ2nzt5g79FUq85Z0a3aco4e47aw5deLGP5/2yYvX8/idfEEjfiJmDPpyhZYBjVmGmD5TwkUWvm88Xc/J5Ke8WDnsv+qXv80muEzd3L4VFrRsrQb+by7JIauT28i7YY6/z7Vmus7VNugV69ezYoVK9i4cSMzZ84kJCSEN954gy5duqDT6Wjfvr3SJZpUmJHN6cWbaf/aaPj/2zfOfr+bqs3qErd0K4UZ1jkkZ6kdhy7b1bwVUcrVHMa+GYXRYMRgKH7kwWiErJxbDJ6xo8RnaqG2TANsP2j9/BUUGth3TDY8LRW5N4X3l50AKDW7CRduMvXd/eVdlsXUmOs7VNugw8PDCQ0NJTg4uNhyHx8fnJycCAwMBGDOnDn4+vqi1WpZt26dEqWWKW7JFtxqeeAz7O5/Q1bSVTLPXy33Wo7Eppkf9ACibTRvRbR4fTw6vZGy2q/eYCTpUhbbrHSdgC2oKdNGo5GjcbY54iC5ttxnq0+j1ZZ9D7nBCOu2n+fytZxyrOr+qCnX91Llg0pSUlI4deoUL7/8conPkpOTCQgIwMXFBYDQ0FCeffZZxo8ff1/fYelDCV717EEL55pmx0UOfavEslvZeaz2f/BXkEVFRTHAWg9PaB4GrnWLLTJ1VWtZn2kClxX785af96LR9Hv4+h5W66WA5f9fFdH0VXDzKdpKL5XRSP+/z4DU9TYtxZJc2yLTYMVca5yg1aJii8xdqW1prsPe+4ywF796uPqswR5yHbAQtKafxmYwGKnv2xNuRtu0FKVyfb+ZtvTaHdU2aIA6dYrfOJ6Xl0dUVBT9+/cvWta1a9dyrU38mYpXHKqjNd2cATBaMEbcZsu/J/l/YDlLD8Sq9oCtaqmyQXt5eQGQkJDAgAEDipbPmzePK1euWOUCMUu3YCKGzLHq+0X3zlhg8djg4GDe/yHKKt/b49nN7PnTBV1/3muAu3sYpX1Wmj4hj/DL78qfM71Tr5qvKn/p/QP8b3UsJkvUaFn95fuM7L/WprVYM9f3k2mwXq6NRiNVu3xNdu7d+5/Lyu395nrWPybzwcvLH7rGh2UPue46ZhOHTv5h9tqJ+GM/4+ftYdNalMq1NdfV91LlJk3Tpk0JDAwkPDyclStXsmPHDiZPnsyXX34JoOoruNWqfUsvm8wb5G+beSuiF4a1MNmctRrw8nBhSJ8m5VaTPdNoNLT187TJ3JJry00d2dJkc9ZqNfTqVNfmzbkiUmWD1mq1rF27loCAACZPnsy4cePw8vJi6tSpODg4FF0gJizXI8g2z5nt3r62TeatiPybVSfsxdt3H/z5KLZWq0Gr1fB1eE95Gcl9sEWuNRro2kZybamRoU0ZWsZGpVarwaOKM4ve7Fa+RVUQqmzQAL6+vuzatYucnBySk5MJCwvj5MmT+Pv7U6lSJaXLszuDghtSu4Z1/94a1a1MaLcGVp2zontzYjtWhPXAp1HVYsu7t6vNrmUDCH1U/j7vx4QhvlY/ZT+oRyMa1JFXq1rKwUHLmnkhvD21PV7VXYuWa7UahvRuzOFVj+PbpJqCFdov1Tbo0kRHR5c4vD179mwaNGjAgQMHmDRpEg0aNODcuXMKVahezk4OTH8qwKpzvvx0Kxwc7CpCqjD2ieac2fj3oj+f3TKM3csH8mh79b1NR+2aNqha5t7bg/rH2FbmB4liHB21zJ7UjkvbRxYtu7R9JGs/7k2zhlVN/KQwxW7WrtnZ2SQkJJR4QElYWBgpKSkUFBSQnp5OSkoKzZo1K9fa2r8+mtANb9P+9dH4DO/J4D3/pXYXfzSODgzY9C5Pnf266FVmjm6uDNwcTvf/vVSuNQLMHNuati2sc86uc+uaTBvtb5W5/oruvW1GrSuwsnJ9R6MBnRkW/TmgbK4//VcXqlc1fZuPpSb+3Y/gDnXNDxSluvf0TB0vNwUrKVtZufYMaELo+rmErp/L0EML8H9+IAC9V75G/5/CFKnVbhq0u7s7er2eadOmKV1KMR5+DXFydyNy8BxcqlfB0c2VU4s2knogFqNOz85x87iw+WDReF1uPlEv/EeRWp2ctKx6PwTPai5ljtEELjN7pWvN6q58HR4se88VmKlc39Fk4CPkXL79oBAlc123phsr3w3GwaHsY92W5LptC08+fKWTtcsTKmIq19dPnydy6FtEDn2LG7HJXPzlCAA7nnlPsXplDfuQanduWfQg9ctRJzAaij8XOD/tphJllallUw+2Lw6llqer+cGlqFuzEjuX9qd5YzmnVJGZy3X9Xu24vOckRqM63lg0KLgR380LwdnpwVZpQf5ebPs8lKru1tkTF+pkLtcAjpVcqFTLgyyFnyIG0qAfmrOHO+1mDid0/VzaTB+Cs4e70iWZ1a6lFyfWD2Fw78b39XMjQr05sW4IrZrb5tYWoR7mcu0zvCeJ639VqLrSDX3MmyNrnqBDgOW3SGm1Gv41IZC9Xw2kpqdcfFrRWbK+rt+rHZd2HVOgupJU+aASe1KYkc2xD7/j4rZoGvQJonK9GkqXZJHaNSqx/pPeREVfZeF3cWzYcR6dvuS9jE6OWob2acKUES3pbqNbtYT6mMp1nW6t+ONIAoZbOgUrLF2r5p4c+PpvbNh5gQVrYomKLn0vqKq7E2Mfb87k4S1p2dSjfIsUirFkfd1oQGdOLfix/IsrhTToh5R6KA6fESFc3BZNna4BZCdfA/RKl2URjUZDz4516dmxLnn5Ok4kXCc2MYP8Aj2VXB0IaFad1s2r4+oiMfmrMZXr6i0a0bBvB+qHtMXDtyHtXh3JsQ/WKFvwPRwdtQzr682wvt7czCrkaFwa5y5mcUtnoKq7E239atDCu5pcQ/EXZG59rXF0wKN5fW7EXlCuyHvImvchZZy5iEGnI3T9XK4dOYMuNx+N490rGYO/eIXanVpQxbsupxb+xMWff1Ow2rJVcnWkc2AtOgfWUroUoQKmch23bCtxy7YC0P+nMFU15z+rVsWZkE71CJFrvwTm19d1H23Flb2nFKywOGnQVnA0fFXR7xsPfITW0waTmXSF1AOxRE36pNhYRzdXui94ibTjcq+2UDdTub4j4onZgORa2A9Tub68O4bLu2OKje+98jXyUjPKucrbpEFb2YUtB7mw5WCZn+ty84tWakLYC8m1qIjM5RqUvc1KGrQZngHef8nvFhWb5FpUREply1bfKw3ajM5hD/dyeiHUSHItKqKKlmu5jFEIIYRQIWnQQgghhApJgxZCCCFUSBq0EEIIoULSoIUQQggVkgYthBBCqJA0aCGEEEKFpEELIYQQKiQNWgghhFAhadBCCCGECkmDFkIIIVRIGrQQQgihQtKghRBCCBWSt1mZcWj2cq6fTlLkuz0DvCvc21mEOkiuRUWkVK5tlWlp0GZcP51E6oFYpcsQwqok16Iiqmi5lkPcQgghhApJgxZCCCFUSA5xC7uk1xvYcegyvx65ypHY9KLlT7z0C0H+XvTuXI+ubWuh0WgUrLKk5CvZ/LTrAtGn04qW9Xh2M62be9KpVU2e7NWYalWcFaxQKCm/QMfG3ckcPHGN4/HXi5aPmrWLIH8vBgU3pIW3h3IFliHmTDqR+1KK5brP8xG0a1GDrm1rMbBHQ5ydHBSs0D5JgxZ2Ra838PnaeD7+6hRJl7JKfL5xdzIbdyfz1sKjtG5enTeeb8vwft6KN+rTZ2/wxmfRbIq6iMFgLPbZnqOp7DmaysLv4qgc7sgzf/Ph7alBeFV3VahaUd5ycm8RvjSGz9fGc/1mQYnP10QmsiYykX9+cphenery9tQgurWrrUClxf1y4BL/XnSU/cevlfhsx6HL7Dh0Gb6C2jUq8eKolvzz2UBcnKVRW0oatJWErp9LzSBfDDodRr2B7ORrxPz3By5sPqB0aRVGUkoWY96IYt+xVIvGn/z9BiNn7WJNZCJL3npUkYZnNBqZt/wEcxYcpfCWwez4nDwdi76PZ/328yx561EeD2lcDlWWTjJdPvYfT2XM61EkppTc4CzNzsNX2PXbZmY8HcD7Mzoqsmeam6dj+gcHWPpDgkXjU9PzmP2/o6yOSOSb8GDatfSycYVls6dcyzloK4qZv45vfcaw2n8cZ7/fTfDC6VRpUkfpsiqE+KQMuj6zyeLmfK8fd16g+7ObuZqWa4PKymYwGJn09j7+NT/aouZ8r2vX83lyxnaWrj9jo+osI5m2rYg9F+n13FaLm/MdRiP85+vTDJ6xnYJCvY2qK1127i1CJ0da3JzvFXsugx7jtrDnyFUbVGY5e8m1NGgbMOoNJHyzHa2TI54BTZQux+5dv1nAYxMjuZqW98BzxCfdZODUbRTeKr+V2dufH2PJQzRYoxEmvr2XiD0XrVjVA9Yimba64/HpDHllBwWF97fxdq+te1KYOHevFasyzWg0MvrV3ew5ev8byndk5+oY9OI2zl3MtGJlD0btuZYGbQNaJ0f8xvYDIDPxisLV2L/pHxwgJTXH5BjjiQkYT0wwOeZoXDrvLD5uxcrKFn36D95ZYvq7LKnZaITn/r2XG5klz0uWJ8m0dRXe0vPs7F/JLzC9wWhJRlZuOstPuy5Ys7wyLf/xdzZFJZscY0nNmTm3GD9nT4nrMcqb2nOt6gZtMBj46KOPaN68Oa6urrRp04aoqCj8/PyYOHGi0uWVEPjSEEbHf8XTSd/S/tWR7HtlITfibv/D6bFgOg36BBWN7bV8FvWC2yhVqt04GHONbzafs9p87y2NIeWq6WZvDTPmHUKvt87K5/Ifuby3NMYqc90vybRtLPshgZgz180PtNBL7x9Ap3vwPXFL5Obp+Ocnh602369HrvL9z4lWm+9+2EuuVd2gJ0yYQFhYGJMmTSIiIoLhw4czatQoEhMTCQoKMj9BOTvx6Q+sajGWNQHjSdl5jDrdWhV9dnjOctrNGomjmyuNBnSmMDOXy1HKrHTtycLv4qw6n05vfKjDzpY4Hp/+QOfKTVm2IYG8fJ1V57SEZNr6jEYjC9ZY92lXyVdy2GrjUyHf/ZxY6hXmD8Pa/74tZS+5Vm2DXr16NStWrGDjxo3MnDmTkJAQ3njjDbp06YJOp6N9+/ZKl1imwps57PvHIhr0bk/Dfh0ByE/PJG7pFjq/M542M4Zy+K0VyhZpBwpv6Vn7i/Wfq7sqwnp75KVZbYP5r98sYNuBS1af11KSaes5+fsNTp/LsPq83261ba5X2WD+PUdTuXg12+rzWkrtuVZtgw4PDyc0NJTg4OBiy318fHByciIwMJAbN24waNAgfH19adOmDX379uXs2bMKVVxcYUY2pxdvpv1ro+H/78E9+/1uqjarS9zSrRRmKBdKe3H67A2z5+gexNnkTDJseE73t1Np5gc9gHsfAqEEybR1/HbqD5vMa8t8GI1Gm80vuS6bKht0SkoKp06dYtiwYSU+S05OJiAgABcXFzQaDTNmzCAhIYGYmBgGDRrEuHHqeUtO3JItuNXywGfY3Y2MrKSrZJ5X9hYDe2GLvYzymfuGTeY9ddY2894PyfTDs1U+ElOyyM2zzWmQy9dyycgqtMnckuuyaYxGo7KX0ZXi4MGDdOnShS1btjBgwICi5Xl5eTRr1oz+/fuzbNmyEj8XHR3Nk08+SUpKitnvsPTJUq969qCFc03Lizfj0flTSVi1g2uH482OjS/8gw+u/2q177Y71XtAg2eKLTJ3dWhZNIF/ykvSJ5Bto7fe+H8GDpWK/mi1mrNOwfn5D1HYXdbM9f1kGiTX1HsaavQstshqGYmdDnobXATpXAv8wostslrN17ZA6oYHrawYpXJ9v5m2tO2qcg/ay+v2U2YSEorfCD9v3jyuXLlS5gVi8+fP58knn7R1eaK8GG/Zbm6DbfYGANvVbbDh34coP7bIx50Vvq0yYst/i7ac286pcg/aYDDQrl07rly5wkcffUT9+vVZt24dW7duJTk5mYMHD9K5c+diPzN37lwiIiLYuXMnbm5uVqslYsgcxd4vWruLP/1/eFuR71aD6NN/0HHURovG3tmaL7F1Xoa0X5+ihodtHv0ZPG4Lv1rwpKT7rfm1CW0In97hoWq7Q3KtnMXr4pn09j6Lxt5PRhrXc+d85IiHqq0sBoMRj25fk5Vjvpneb67XftSLv/f1fqj67lAq17bKtCr3oLVaLWvXriUgIIDJkyczbtw4vLy8mDp1Kg4ODgQGBhYb/84777B582YiIyOt2pyFslo398TZyfoR9a5fxWbNGaBDgG2eM2yreUX56uBvo3zYaF4ArVZDkK3qllyXSZUNGsDX15ddu3aRk5NDcnIyYWFhnDx5En9/fypVunt+b+7cuWzatIlffvkFDw8P5QoWVufi7MCTvaz/sogRodbZWi9z/n5NrT5nVXcn+nWtb/V5Rflr26IGzRtXtfq8I0Ktn7ti8/ez/r+bTq1q0qR+FavPW1GotkGXJjo6utj559OnT/Pvf/+b9PR0evbsSdu2bWnbtq1yBQqrmzKipVXn02hg4tAWVp3zzzq28rL63sazjzenspuTVecUytBqNUwebt1c163pxpM2fvPZUwObUdXduhm09r/visZuGnR2djYJCQnFHlASEBCA0Wjk7NmzHD9+vOiXqDh6BNVhSO8mVpvvlTGt8G5g2y12jUbD/FmdsdYrqGtWd+XNiW2tM5lQhcnDW9DCu5rV5vv4H51wssHpoHtVqezMu9Oscw0E3N57fmpgM6vNVxHZzfug3d3d0evL97Vqlmr/+mhqdWzBtd/iyTx7mdbTBrN/1hfkpKTR/bNpGI1Gci+ns2faZxgNBnqvfA3nam5EPDFb6dJVT6PRsPDNruw9dpVr1/PLHmfBBSktm3oQ9mL5PCL20fZ1eGVMKz5eearMMZZeRLPoza7U9KxkfqCVlZXr1AOxjD7zFddPnQdg54QPKczIllzfB1cXR1aE9eDRsZvRmXhmuyUZGdqnCSP72/bw9h1TRrTkx50X2HHocpljLKm5kosDy8O64+hY/vuIZeb6YBzdP5tG5fpeGAp1RE3+D/r8W/T7fg6Z56+y58VPy71Wu9mDVisPv4Y4ubsROXgOLtWr4OjmyqlFG0k9EEthZg7bx7xH5OA5ZF28Rv3e7QDY8cx7CldtX2rXqETkon54VnN54Dma1HMnclE/KrmW3zbpBy93ZORDnhf85J+dGfqYbc+Zl8ZUrgFuxCcTOfQtIoe+VfSkJcn1/ekcWItVH4Tg6PDgh1qCO9Rh5bvBFj/X4WFptRrWfdyL9i1rPPAcrs4ObJjfB/9m1a1YmWVM5dqzVRMMhToiB8/h7He7aDqkO7rcfKJe+E+513mHNOiHVLtzy6IHqV+OOoHRcPeNMoU3c7iVlQuA8ZYeo962b5upyNq19GLPioG0beF53z/bq1Nd9q0cRKO67jaorGwODlq+eS+Y1ya0Qau9vxVoNXdnvnkvmJfHtDI/2AZM5Rqgmk8D+v8YRtDrTylRXoUxrK83Wxb0pV7N+7/7ZPxgX7Yu6IdbpfI9EOpR1YWdSwcw/AEuGvOuX4XtS/rTr1sDG1Rmnqlc5165jsbhdkt0rlqZghtZitR4L2nQD8nZw512M4cTun4ubaYPwdmjZBOoVLs6dXsEypt+HpJ/s+oc/vYJwl/qQC1P87dJedevwhdzurF9SX/q1apcDhWW5OCgJXx6Bw5+8zdCOtY1O97JUctTA5txesMQnhroUw4Vls5crn/oNo2IJ2fj7FGZhn2td17yr6hv1wac2jCEqSNbUtmCZhvk70XEwn4sm9u93JvzHdWqOPPdh71Y93EvWvmY3xOu6u7EzLGtObF+MN3a1S6HCktnKtcF17NwcHXmyV/n4ze2Lxe2HlKszjvs5hy0WhVmZHPsw++4uC2aBn2CqFyv+KEfrbMj3f/7Ivv/+bnsQVuBk5OW155rwz/GtuKnXcnsOXqVI7FpXLuej0YD9WtVJqhlDXp3rkffrvVxcFDHNmjHVjXZuWwAcYkZrN+exJHYdM6cv0lBoR53NycCfavTMaAmI0KbUrtG+Z9v/jNzub5zWDs58jc8W3lzcVu0EmVWGNWruvC/17vy7rQOrN2WxMET1zgWn05GViFOjlqaNaxCkL8Xg3o0olNr6z16+GENfcybIX2asPdoKpH7UoiOTeP8pWz0BgOe1Vxo16IGXdvU5u+PNVHFXQimcl2vZxvy0zP5sccMGg98hFYvPE7Mf9YpWK006IeWeigOnxEhXNwWTZ2uAWQnXwPuXszW9cMXiF8Ryc0E888HF5ZzdnJgWF9vhlnpCUTlpWVTD96c2E7pMswylWvHSi7oC25hNBio1dGPG3HJyhZbgVSr4sxzQ/14bqif0qVYTKPR0D2oDt2D6ihdilnm1td3NjwLrmfhVFX5h16pY/fCjmWcuYhBpyN0/VwMOh263LtXGtcM8qXxgM74Pz+I0PVzadS/k4KVCmE5U7mu2rQugyLfJ3TD21Su58WFzQcVrFQIy5nK9eWoGKo1r0/o+rm0nTWCMyt+VrDS22QP2gqOhq8q+n3jgY/QetpgMpOukHoglm+bjykxvvfK18hLzSjHCoW4f6ZyvanvrBLjJdfCHpjK9e7nPy421tHNle4LXiLt+LnyLhNQ6csy1OTQ7OVcP52kyHd7BnjTOUw977cWFYfkWlRESuXaVpmWBi2EEEKokJyDFkIIIVRIGrQQQgihQtKghRBCCBWSBi2EEEKokDRoIYQQQoWkQQshhBAqJA1aCCGEUCFp0EIIIYQKSYMWQgghVEgatBBCCKFC0qCFEEIIFZIGLYQQQqiQNGghhBBChaRBCyGEECokDVoIIYRQIWnQQgghhApJgxZCCCFUSBq0EEIIoUL/B/mQjjwgk7paAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.circuit.library import RealAmplitudes # model |φ(θ)>\n", + "\n", + "ansatz = RealAmplitudes(3, reps=2)\n", + "ansatz.decompose().draw('mpl', style='iqx')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "from qiskit.algorithms import VQE\n", + "from qiskit.algorithms.optimizers import SLSQP\n", + "from qiskit_optimization.algorithms import MinimumEigenOptimizer\n", + "\n", + "vqe = VQE(ansatz, optimizer=SLSQP(), quantum_instance=sim)\n", + "vqe_optimizer = MinimumEigenOptimizer(vqe) \n", + "\n", + "# the MinimumEigenOptimizer internally maps our quadratic program to an Ising Hamiltonian -- and back!\n", + "vqe_result = vqe_optimizer.solve(qp)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "optimal function value: -3.5\n", + "optimal value: [1. 0. 1.]\n", + "status: SUCCESS\n" + ] + } + ], + "source": [ + "print(vqe_result)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "We obtain the same result as before with the classical solver!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "**Note** The performance depends strongly on the variational form and classical optimizer!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Leveraging Qiskit Runtime" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "from qiskit_optimization.runtime import VQEProgram\n", + "\n", + "provider = # ... \n", + "backend = # ...\n", + "\n", + "vqe = VQEProgram(ansatz, optimizer=SLSQP(), provider=provider, backend=backend)\n", + "vqe_optimizer = MinimumEigenOptimizer(vqe) \n", + "\n", + "vqe_result = vqe_optimizer.solve(qp)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Option pricing" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Financial option: Right to buy or sell an asset for a certain price in a certain time window." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "**Example** European call option\n", + "\n", + "At a fixed maturity time $T$, you can buy an asset for a fixed strike price $K$. " + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Question: Is it worth it? What's your expected payoff?" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "![image-5.png](attachment:image-5.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Can we do better with a quantum algorithm?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Quantum amplitude estimation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Given an operator $\\mathcal A$ with" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "what's $a = |\\langle\\psi_1 | \\psi_1\\rangle|^2$?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Original algorithm from _Quantum Amplitude Amplification and Estimation._ Brassard et al. (2000) [arXiv:quant-ph/0005055](https://arxiv.org/abs/quant-ph/0005055):" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "from qiskit.algorithms import AmplitudeEstimation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "More information in _Quantum Amplitude Estimation_ tutorial in Qiskit Finance on [qiskit.org](https://qiskit.org/documentation/finance/tutorials/00_amplitude_estimation.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Option pricing with amplitude estimation" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "But Amplitude Estimation has a better convergence!" + ] + }, + { + "attachments": { + "image-4.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image-4.png](attachment:image-4.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Can we formulate option pricing for amplitude estimation?" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "-" + } + }, + "source": [ + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Yes, this is possible!" + ] + }, + { + "attachments": { + "image-3.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image-3.png](attachment:image-3.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "_Quantum Risk Analysis._ Woerner et al. (2019) [npj Quantum Inf 5, 15](https://www.nature.com/articles/s41534-019-0130-6)" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Qiskit's circuit library contains such circuits and tools to build them." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "from qiskit_finance.circuit.library import EuropeanCallPricingObjective # F\n", + "from qiskit.circuit.library import LogNormalDistribution # P_X" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "We'll use 3 qubits to represent the probability $\\mathcal P_X$ distribution of the asset. This determines the accuracy of our integral and therefore our prediction." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "num_uncertainty_qubits = 3" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Using the Black-Scholes model we can analytically compute the probability distribution of the asset at time $T$.\n", + "\n", + "_Quantum computational finance: Monte Carlo pricing of financial derivatives._ Rebentrost et al. (2018) [Phys. Rev. A 98, 022321](https://journals.aps.org/pra/abstract/10.1103/PhysRevA.98.022321)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "strike_price = 1.896 # agreed upon strike price\n", + "T = 40 / 365 # 40 days to maturity\n", + "\n", + "S = 2.0 # initial spot price\n", + "vol = 0.4 # volatility of 40%\n", + "r = 0.05 # annual interest rate of 4%\n", + "\n", + "# resulting parameters for log-normal distribution\n", + "mu = ((r - 0.5 * vol**2) * T + np.log(S))\n", + "sigma = vol * np.sqrt(T)\n", + "mean = np.exp(mu + sigma**2/2)\n", + "variance = (np.exp(sigma**2) - 1) * np.exp(2*mu + sigma**2)\n", + "stddev = np.sqrt(variance)\n", + "\n", + "# lowest and highest value considered for the spot price; in between, an equidistant discretization is considered.\n", + "low = np.maximum(0, mean - 3*stddev)\n", + "high = mean + 3*stddev" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Qiskit then knows how to load the distribution onto qubits." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "distribution = LogNormalDistribution(num_uncertainty_qubits, mu=mu, sigma=sigma**2, bounds=(low, high))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "More details and efficient loading: _Quantum Generative Adversarial Networks for Learning and Loading Random Distributions._ Zoufal et al. (2019) Lucchi, Woerner [npj Quantum Inf 5, 103](https://www.nature.com/articles/s41534-019-0223-2)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Now we have everything to define our European Call option! " + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "from qiskit_finance.applications import EuropeanCallPricing\n", + "\n", + "european_call_pricing = EuropeanCallPricing(num_state_qubits=num_uncertainty_qubits,\n", + " strike_price=strike_price,\n", + " rescaling_factor=0.25, # approximation constant for payoff function\n", + " bounds=(low, high),\n", + " uncertainty_model=distribution)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Qiskit's amplitude estimation algorithm take an `EstimationProblem` as input, let's convert it to one:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "problem = european_call_pricing.to_estimation_problem()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "We can have a look at the $\\mathcal A$ operator:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "problem.state_preparation.draw('mpl', style='iqx')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "We're using iterative amplitude estimation since it's one of the fastest algorithms." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "from qiskit.algorithms import IterativeAmplitudeEstimation\n", + "\n", + "epsilon = 0.01 # determines final accuracy\n", + "alpha = 0.05 # determines how certain we are of the result\n", + "\n", + "ae = IterativeAmplitudeEstimation(epsilon, alpha=alpha, quantum_instance=sim)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Now we can run the algorithm." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "result = ae.estimate(problem)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimated value: 0.16462551841622297\n", + "Confidence interval: (0.15588799404401232, 0.1733630427884336)\n" + ] + } + ], + "source": [ + "print('Estimated value: ', result.estimation_processed)\n", + "print('Confidence interval:', result.confidence_interval_processed)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "More options with more constellations of assets exist, check for instance the [Qiskit finance tutorials](https://qiskit.org/documentation/finance/tutorials/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Summary" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## References" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Portfolio Optimization:\n", + "\n", + "Option pricing:\n", + "\n", + "_Credit Risk Analysis using Quantum Computers._ Egger et al. (2020) [IEEE Transactions on Computers, vol. , no. 01, pp. 1-1, 5555](https://www.computer.org/csdl/journal/tc/5555/01/09259208/1oIWv6R1eTK)
\n", + "_Option Pricing using Quantum Computers._ Stamatopoulos et al. (2020) [Quantum 4, 291](https://quantum-journal.org/papers/q-2020-07-06-291/#)
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Backup slides" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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I2kTSSS0eb19SAqtNLJNISWi3RjsVkk2Xv+SfmxaOf2lONrXHfzWp3snMzErSasI5mfRhXc+meXsrtgVm1K6IiFnAgrytFSOApeTpEyStRapjmlEod1/Nuc3MrCRq5a6SpKXAzhFxe51to4HvR8QGLRxvMXBsRJxbWD8buCgiTmjyOBsDdwFXRsTYvG4zYDbw3oi4rKbsqsBi4BMRMaHOscaRGkIwePDgYZMmTWr26bTdvHnzGDhwYGXnb6RT44L+i236o8/2+RiDB8DjC/t2jKGbrbvMcqfG1S4r43utr6qOa9SoUdMiYni9bT3W4Uj6CKnVGUAA35FUrFtZAxgK/KEvgfaGpNWAXwDzgM/29Xg5CU0AGD58eIwcObKvh+y1KVOmUOX5G+nUuKD/Yht7/O/6fIxjhi7hrOl9654289CRyyx3alztsjK+1/qqU+OC5hoNLACeyr8LeBZ4ulDmeeAq4Nstnn8OUO+r0aC8rVuSROrv80Zgl4io3eeZ/LN4/EE15zYzs5L0mHAi4pfALwEk/RA4tZvm0K2aQaEuRdLmwJosX/dSz7mk5tTviohiXdB8Sf8oHr9muZnjm5lZm7Q6ltphbUw2kK6K9pa0ds26McBCYGp3O0r6InAkqcnzjd0c/72FjqRjgH8Ad/c6ajMza1nVc9tcADwHXCppz1xhPx44u7apdB5R4Ps1yx8Evka6nfaopLfVPDasOf43SK3qfixplKTjgE+QrtLcB8fMrETNNBq4DRgbEfdKup3UcKChiHhrsyePiDmS9gDOBy4n1bucQ0o6xThrr1L2yj/H5ketw0gjIRARD0jaBzibdLXzL+AYjzJgZla+ZhoN3EO6xdX1e1uvDCLiXmD3HsoMKSyPZflE02jfG0lD2piZWYWaaTRwWM3vY/s1GjMzW2FVXYdjZmYriWbqcHqst6nVSh2OmZmtPJqtw3GLLjMz65Nm6nDGlhCHmZmt4FyHY2Zmpai0H46Zma08Ku+HY2ZmKwf3wzEzs1K0PAlGnn9mLKn3/ibAP4FbgR9FxPNtjc7MzFYYLTUakPQG4H7g/4DtgRfyz/8DHpC0XdsjNDOzFUKrVzgTSBOwvSMiZnWtlPQa4ArS6M/vbF94Zma2omg14QwHPlCbbAAiYpakk4Gfti0yW+kMadN0yX2ddnnm6fv3OQ4zW16r/XBmAms02LYGMKvBNjMzW8m1mnCOB74iaefalZLeBpwGfKFdgZmZ2YqlN4N3rgPcJOkJ4Algo/x4CjgBuKz9YZqZ2ctdbwbvvKefYjEzsxVY5YN35qbU5wEjSFNMXwicEhEvdLPPasBXgbeRGjKsERGqU24i8JE6h3hDRMzoc/BmZta0ljt+tpOkQcA1wL3AaGBr4CxS3dKJ3ey6JvAx4DbgJrqfonoGcFhh3czeRWxmZr1VacIBjgAGAAdGxFxgsqR1gPGSzszrlhMRz0h6VUSEpCPpPuHMj4hb2h+6mZm1ouXpCSSNkXSNpFmSnig+WjzcvsDVhcQyiZSEdutux4jwIKJmZi8jrQ5t80HgR8ADwKuB35JGGHgFMBc4v8Xzb0u65fWi3Kl0Qd7WDttJmivpOUk3Suo2kZmZWf9QKxcKkv4CXAKcDiwGhkfEnyWtDUwGLomIb7ZwvMXAsRFxbmH9bOCiiDihiWMcCZzXoNHAZ4DnSXVEGwLHAMOAXSPitgbHGweMAxg8ePCwSZMmNft02m7evHkMHDiwsvM30l9xTX/02T4fY/AAeHxhz+W6M3SzdZdb16mxdWpc7dKp/wPQubFVHdeoUaOmRcTwettarcN5HfCniHhB0gukPjlExH8knQGcAzSdcPpbRHyrdlnSlaRm3ScABzTYZwJpzDiGDx8eI0eO7N8guzFlyhSqPH8j/RVXX4ekgTS0zVnT+1Y1OfPQkcut69TYOjWudunU/wHo3Ng6NS5ovQ5nLrB6/v1R4A012wSs3+Lx5gD1vhoNytvaKiIWAFcCb2n3sc3MrHutfq25HXgTcDWp/uYkSUtIt61OAlptDTaDQl2NpM1JzZ77q59M4FlLzcxK12rC+TqwRf79pPz7d0hXSrcDn2jxeFcBx0paOyL+k9eNIU1pPbXFY/VI0gBgf2Bau49tZmbdaynh5P4st+TfnwFGS1odWL1Rn5keXAAcDVya64C2AsYDZ9ceT9IDwNSIOLxm3b7AWsAOefl9edPtEfGIpHVJLeguJrWq2wD4LLApcHAvYjUzsz5o2xTTklqeYjoi5kjag9Sc+nLS0DbnkJJOMc5VCuu+w0tXWwC/zD8PAyYCzwH/Jo1YsBGwCLgZ2C0i7mglTjMz67uWEk6eYvr3pKuEaaTRorcH/hv4sqR9IuLeVo6Zy3c3UgARMaSZdYXti4ADW4nFzMz6j6eYNjOzUrTaLHo4cFK9KaaBk4Gd2hWYmZmtWDzFtJmZlaLVW2rHA2dJejgibu1aWTPF9OfbGZyZvXwNadMoCH0dTWHm6fv3OQ5rD08xbWZmpfAU02ZmVorKp5g2M7OVQ6+GiJW0KTACeBXpVtotEfFYOwMzM7MVS6sdP1cBzgM+zrI9/1+QNAE4KiKWtjE+MzNbQbTaLPoU4KOkxgFDSFNBD8nLH2X5IWnMzMyA1m+p/TdwYmFWz1nANyQFaSDOk9oVnJmZrThavcLZCLirwba78nYzM7PltJpw/g68v8G29wN/61s4Zma2omr1ltpXgEl5sM5LgMdJVzUHA6NonIzMzGwl1+oEbL+Q9Ayp8cC3gFcCi0lTFewTEZPbHqGZma0Qmk44kl5JmnTt7ogYIekVpFk0n3RTaDMz60krdTgvANcB2wJExNKIeMLJxszMmtF0wsmJ5X5g4/4Lx8zMVlSttlL7EnCSpKHtCkDSdpKulbRA0mOSTs0jGnS3z2qSviHpj5IW5j5AjcqOljRd0iJJ90oa067Yzcysea22UjsRWB+4U9KjpFZqy3zYR8Rbmz2YpEHANcC9wGhga+AsUiI8sZtd1wQ+BtwG3ATs3uD4uwK/Ar5N6pS6H/AzSXMi4g/NxmlmZn3XasK5B7i7jec/gjQ8zoERMReYLGkdYLykM/O65UTEM5JeFREh6UgaJBzgy8ANEXF0Xr5e0htJoyE44ZiZlajVZtFj23z+fYGrC4llEnAGsBtweTexNLyNBiBpdVLfoKMLmyYBP5S0bkQ826uozcysZU3V4UgaIOkgScdI+qCkwW06/7bAjNoVETELWJC39cXWpH5CMwrr7yM979f38fhmZtYC9XChgKStSPUsQ2pWzwUO6Ws9iKTFwLERcW5h/Wzgoog4oYljHAmcFxEqrN8FuBHYMSLurFn/WlJru73rxS9pHDAOYPDgwcMmTZrU6tNqm3nz5jFw4MDKzt9If8U1/dG+X3AOHgCPL+zbMYZutu5y6zo1tk6NCzo7tnZY2f4/mzVq1KhpETG83rZmbqmdCSwF3kEaUWBLUiX8d/PvK5SImABMABg+fHiMHDmyslimTJlCledvpL/iGnv87/p8jGOGLuGs6b2aV/BFMw8dudy6To2tU+OCzo6tHVa2/892aOaW2gjSlAR/iohFEXEf8AngNZI26eP55wD1vn4Mytv6emzqHH9QYbuZmZWgmYSzCfBQYd2DgOh7J9AZFOpqJG1OavZcrHtp1YOkcd6KdUHbkq7Y/t7H45uZWQua7fjZfUVP710F7C1p7Zp1Y4CFwNS+HDgingOuJ41kXWsMcLNbqJmZlavZm6NXS1pSZ/21xfUR0cokbBeQmi1fKukMYCvSNNVn1zaVlvQAMDUiDq9Zty+wFrBDXn5f3nR7RDySfz8NmCLpXOAyUsfP/YB9WojRzMzaoJmEc0p/nTwi5kjaAzif1OfmGeAcUtKptSpQHO7mO8AWNcu/zD8PAybm49+YE9FXgE8CDwMf9CgDZmbl6zHhRES/JZx8/HtpPFJAV5khzaxrsO9lpKsbMzOrUKuDd5qZmfWKE46ZmZXCCcfMzErhhGNmZqVwwjEzs1I44ZiZWSmccMzMrBROOGZmVgonHDMzK4UTjpmZlcIJx8zMSuGEY2ZmpXDCMTOzUjjhmJlZKZxwzMysFE44ZmZWCiccMzMrReUJR9J2kq6VtEDSY5JOlVScTrrefutK+qGkOZKelfQTSesXykyUFHUe2/bfMzIzs3p6nGK6P0kaBFwD3AuMBrYGziIlwhN72P0XwOuBjwFLgTNIU0m/o1BuBnBYYd3MPoRtZma9UGnCAY4ABgAHRsRcYLKkdYDxks7M65YjaQSwF7BbRNyQ1z0K3Cppz4i4pqb4/Ii4pX+fhpmZ9aTqW2r7AlcXEsskUhLarYf9Hu9KNgARcRvwcN5mZmYdpuqEsy3plteLImIWsCBva3q/7L46+20naa6k5yTdKKm7RGZmZv1EEVHdyaXFwLERcW5h/Wzgoog4ocF+k0m3yg4orL8Y2Coi3p6XPwM8T6oj2hA4BhgG7JqviOodexwwDmDw4MHDJk2a1Ovn11fz5s1j4MCBlZ2/kf6Ka/qjz/b5GIMHwOML+3aMoZutu9y6To2tU+OCzo6tHVa2/89mjRo1alpEDK+3reo6nH4VEd+qXZZ0JXAPcAJwQIN9JgATAIYPHx4jR47s3yC7MWXKFKo8fyP9FdfY43/X52McM3QJZ03v29t65qEjl1vXqbF1alzQ2bG1w8r2/9kOVd9SmwPU+/oxKG9r634RsQC4EnhLCzGamVkbVJ1wZlCoc5G0ObAm9etoGu6XNarbqRX5YWZmJao64VwF7C1p7Zp1Y4CFwNQe9ttY0q5dKyQNB7bK2+qSNADYH5jWl6DNzKx1VSecC4DngEsl7Zkr7McDZ9c2lZb0gKTvdy1HxM3AH4CLJB0o6QDgJ8CNXX1w8kgEf5T0CUl7SBoDXA9sCnytpOdnZmZZpY0GImKOpD2A84HLgWeAc0hJp9aqQHG4mzG57A9IifMK4Oia7c8B/yaNWLARsAi4mdRZ9I52Pg8zM+tZ5a3UIuJeYPceygyps+4Z0pA1xWFrurYvAg7se4RmtqIZ0qYWdH1piTfz9P37HMPLTdW31MzMbCXhhGNmZqVwwjEzs1I44ZiZWSmccMzMrBROOGZmVgonHDMzK4UTjpmZlcIJx8zMSlH5SANWrk7oYQ0rZy9rs5Wdr3DMzKwUTjhmZlYKJxwzMyuFE46ZmZXCCcfMzErhhGNmZqVwwjEzs1I44ZiZWSkq7/gpaTvgPGAE8AxwIXBKRLzQw37rAucCB5AS5xXA0RHxVKHcaOArwOuAh/Kxf97WJ2Fm1gYresfsSq9wJA0CrgECGA2cChwDnNLE7r8ARgIfA8YCOwGXFY6/K/Ar4HpgX+B3wM8k7dWO+M3MrHlVX+EcAQwADoyIucBkSesA4yWdmdctR9IIYC9gt4i4Ia97FLhV0p4RcU0u+mXghog4Oi9fL+mNwEnAH/rvaZmZWVHVdTj7AlcXEsskUhLarYf9Hu9KNgARcRvwcN6GpNWBUaQroVqTgBH5lpyZmZWk6oSzLTCjdkVEzAIW5G1N75fdV7Pf1sAr65S7j/S8X9+LeM3MrJcUEdWdXFoMHBsR5xbWzwYuiogTGuw3GZgfEQcU1l8MbBURb5e0C3AjsGNE3FlT5rXA/cDeEbHcbTVJ44BxeXEb4G+9e3ZtsQHwZIXnb6RT4wLH1hudGhc4tt6oOq4tImLDehuqrsPpOBExAZhQdRwAku6IiOFVx1HUqXGBY+uNTo0LHFtvdGpcUP0ttTlAvbqUQXlbX/br+lksN6iw3czMSlB1wplBoa5G0ubAmtSvo2m4X1Zbt/MgsLhOuW2BpcDfexGvmZn1UtUJ5ypgb0lr16wbAywEpvaw38a5nw0AkoYDW+VtRMRzpP43Bxf2HQPcHBHP9j38ftcRt/bq6NS4wLH1RqfGBY6tNzo1rsobDQwC7gXuBs4gJYyzgXMj4sSacg8AUyPi8Jp1V5NGD/g86YrlDOCJiHhHTZldgSnA+aROofvl8vvUazBgZmb9p9IrnIiYA+wBrAJcThph4Bzg5ELRVXOZWmNIV0E/AC4CpgHvLRz/RuB9wJ7A1cB/AR90sjEzK1+lVzhmZrbyqLoOx8zMVhJOOGZmVgonHDMzK4VHGugAkkRq8LA/8AbgVaSWd/8CbgEmRkQl/YZyv6j9AAG/jIinJL2a1Npva2AmMCEippcY0xeAK8s8Z7MkDQBWjYj/1KzbEDgS2I70d70T+PbLpGl+JfL/xHuAt5CmL7mD9DfviErnPKr9k8DuuXFSVTHsDqwG/C4i5uf32qdJLX4fIv1vPlZFfPW40UDF8hvkSmAYKcE8D2xG+ie7ivTG2QY4LSJOKzm2twKTgbWAJcDTwN453heAe4DtgY2BPSPijyXFtZT0+swAfgpMiogHyzh3TyRdCdwfEZ/JyyNIf8elpJaUIv2tnyd9WN1TUlw7AgMi4qaadfsAX+SlRPhXYHxtmZJiuwk4PCLuy8uDSNOHDAPm5WIDSV++9q5N5v0c16e62TwA+AbwLdLYjETEt8uIC14cE/JaYPO86mHSlC2TgfVIHd+3IfVpHBYRs8uKrVsR4UeFD+BnpDfs0Jp1mwK/B36Vl3cj/eN9tOTYJpM6z65HGnn7fGA28BvglbnM6qQP1OtLjGsp8HXSLK/PkZLf7cBngc0q/ns+CYyuWb6F9MGwds26dUlN+q8uMa5bgC/VLH80v47XAl8CTsx/6yW18Zf493xrzfL3SV9u9qlZtw9pOKpzSo7rhfyz3qN22wslv2a/IH1BeC3pjsiP8+fITV3vNdIgnn8FvltmbN3GXXUAK/uDNK32QXXWD8lv6E3y8gnAX0uO7Slg35rljfI/116FcvsDT5YY14sfUPmfbVz+4FySH1PyuldV8PdcALyzZvn54utV85rNLzGuubVxAA8A59Upd0EF77Niwvk38D91yn0eeKTEuH4N/BM4jHw3qGbbejnud5YVT+H8jwGH1CxvkeM5sFDuMODvVcRY7+FGA9V7BSmxFL1Auv3SNfjorVQzh0/U+b14H7ay+7IR8XRETIiIPYBXk6YoX430wflPSX2fJL41d5Mm/uvyOCkpFq1PSk5lWVpY3gK4pE65S0i3Yqq0HqnOpmga6fZtKSLivcBHgGOB2/OUJy9uLiuOBgaRbsF3eTT/fKRQ7iHS/0VHcMKp3mTgK5K26lqR72H/L+kN1dVYYCBQdiXzHcDnJQ2U9ArSVdajwCclrZJjXRX4FOmDtlIR8a+I+FZEvB3YkjRixaYlh3E6cLykj+bX5qvANyS9S9JqklbPdSdfZ/nZaPvTH4FDa5bvAeoNYb8TL314lekgSZ/K9SZzgHrzqWxAulIrTaRRSd5Emin4d5Im5UYzVXuC9KWhywvAd0lfcGptBJRS59WUqi+xVvYH6dvHPaSRrR8gjS23kHSrrfZ21pnAz0uObTjpn39xjukp4M2kJPgQaTiih0n1KKNKjGuZWzCd9gA+RvpgfBa4Lf/+Aul23wv58WtgzRJjGprj+DHwVtJU7E+QEuK7SBXOpwOLqHM7q4S/Z/Hxgzrlvgv8scK/68akYbTmAWflv2NVt9Quq/ca1Sl3HjC5qtes+HArtQ6QrxYOIX2Yr0FKPD+NiKcrDQzI3+beTWpC/6uI+KekjYHjSLdeHgEujIg/lxjTycD3ooOaexZJWp803t9bSR9UIiXv+4ArImJaBTHtAHwH2Jl0S0h5U9fvc4BTI+JbZcfWDEkfBx6MiOsqjmMEaczHbYD9o+RWfTmGwaQvLA/3UO5zpDq5a8uJrHtOOGYrGUlvICWdYiK8KSIWVxmbrdiccDqIpDeSJoirnZV0RpTUV6NVkl4REcXK6MpIWoPUGXUp8EDVH565DmcrajryRsSsKmN6uckdQIkKP6hyZ15FxIKadTuQOz5XcbX6cuVGAx0gVzA/AtwF/JI0gdKE/PtdkmZKOqyi2A6UdJmkKyW9J68bI2kmsFjSI/lWR5kxfUjSR2uWV5V0Oqnvxl2kBgxPSzq+zLhq4hkm6bekytr7gD8BNwMPS3pU0qmS1qwitk4kaa/CJIxIOkDSn0n1h89LukPS/iXHta6kX5PqvuZK+p6kVST9CPgz6f/zNkk3StqgzNiaJekgSfVawVbCCadiko4iVYZeAYwktSp5ZX5sROr0eQVwgaRPlxzbIaRmshuQ/vF/npPLj0n9Xo4mdTS7QNLeJYZ2AqnDaZczcixfB95Jes3OAk6WdEKJcSFpL9JrsinpPv9ppF7zLwDjSRMMHgTclFsjlhnbuyVdK+k+Sb+R9M46ZXau4APqKtKQTl0xvBe4lNSA4fj8WAz8Jr++ZTkNeAfwOVJH2beTWhbuTuqIOphUv7llLms98C21ikl6CLggIs7sodxxwBERsVV35dpJ0u3AtIg4Ii8fSprw7vyIOKam3A+BzSNiz5LiWkBqwTc1Lz8BfLVY2S3p88BREbFFncP0V2zTgLsj4iOF9UeR+ghtReondBNwS0R0N3xKO+N6F2n0iluAvwAjgB2Ac4HPd92ykrQzqS6nOOFhf8a2FHhbRNyWl/8MPBoR7ymUuxJYKyJ2KymumaT31ffy8o6kvkCHRcSPasp9HDghIrYsI658zh80WXQLYGSZf8/u+AqnepuQms725DZK7PSWbcOynQOvIF15FTtTXkoaj6ssz5KuurqsSxrCo+ivpKvEMm0HXFxn/cXAa4BtImIR6YP+vXXK9ZeTgYsiYpeIODIihgEfBz4BXJrrvzrF9qSr/qIJpME8y7IhL/WDgzxmGmmcsloPUL/fUH/6CKkp+9AeHqV92WqGE071/gp8PHesrCtXnH6cVD9RpmDZqb27BlJ8plBuHql3eFl+S+qQulpevgb4QJ1yHyD1cSrTE6Tm7UVvJr2eXZ13H+GlUSTKsD2FRBgRPyDdfnwbcJ2keiMilKX2Vsuz1O+sOJ9yP7MeJr0+Xd5Bavzx9kK5XYCyG4PcD1wXETt19yDdjuwYnp6geseQbnXcK+lS0gjIz+Rt65Jarb2X1EF0n5Jje4T0jf1qgIh4IfdBuK9QbmvSmFNl+SKp5/zdki4kdUA9Q9L2pHHURBpeZkfSEPdlmgCcJmkgKRE+T+q9/yXSAKddfYe2otwPqUWkUb+XERHT8pAtV5Nu840vMaZaV0takn9fl/S3m1oosy3lvs8uAL4laSgpCR5Ceu99Of99/0q64vos5dfh3MLyia+e2v5WlXPCqVhE/Ck3sTyONPTI5oUi/yBVqn4jyh+C/1IK4zBFxK11yr0fKG1OkIh4WtLbSB/in+Ol22Yj8uN50pBB74iI28uKK8f21VwncTxwUtdq0qjg/1NTdDHwtRJDu4s0usBvixsi4qGcdK4EJpYYU5dT6qx7os66g0gjWpciIs7Pdx4+QGoYcFxEXCBpNmnoqa7x8C4AvllWXNl5pJZyPZnKsmP7VcqNBjpMbi67Xl58prbtf6eS9BpSrKWOc1Vz/iEs24nxwQ7og/NK0pXfGsBDVb02NfF8gtS6b8dGI1hIWos05M6eEeHb7d3It7k3iIh/Vx3Ly4kTjpmZlcK31DqE0lTOm5K+nT9ZZ/sGwH4RcVHpwdWR72H/GTi07NtW6vBpnNWB03J3Or1MpkvOVza1U19PI8Vb+jd3ScNJtxlFmoZ+hqQ3k25Rdr3Pzo+Iq8uOrRFf4VRM0uqk1kMH5lVLSSPSfq72w7Ki/hH7dbN5LeDnpLqKuwEi4sqS4urIaZxzLB05LXezlMZZOzgiTi3xnB05XbI6dOrrHMvepMYyT5Na720IjCbVu95H6ms1jNRg5aCIuKys2LpVxpDUfnQ7fPhJpFZpHydNB3A0aU6L+4HX1ZTbmfKnse3IKXbp0Gmc83k7clruFuI/qIL3WUdOl0yHTn2dz/sn0tA6q+TlE3Ic3y+U+zGpg3Hl760ITzFd+YPUDPrIwrqNgRtIU+2OyOuqSDh38NIUu1sUHm/K/5CHdK0rMa6OnMY5n7NTp+V+TZOPIyp4n3XkdMl1Ek5HTH2dz/ks6Qq5a3lQjnf3Qrm9SA16Soutu4frcKq3OYUOnRHxL0l7kL6dXJOHlCmz/0GXnUhXXmeQ+r18PvL8G5K6Oi3+KyKK09r2t65pnG/Iy50yjXOXqPN78d512feyZzZ5TjVZrp1eLtMlr0cHTH2dLWTZflVdvw8olFuT1AerIzjhVO8x4HW89OEJQKRmve+X9C3SpXPpjQUifUWaIOkXwFeA6ZLOy79X6XTgJ5L+QXpduqZxfop0G62r42fZ0zjDS9Ny30hKdrXTcl8XqfNsFdNy/we4Driwh3K7kvqElamTp0s+KFfOQwdNfU26pXaSpPvzub9Jmi34C5JuiIj/5C+Fx5ESYmeo+hJrZX+QBsOc0kOZL1JyPUmDON5E6sn/GPAZqp1it+Omcc5xdeq03JNJQ6H0VK6KOpzL6MDpkungqa9J9V0za97rD5JuiXb9L0wnJec5wA5lxtbdw1c41fs2MEbSq6JBh7yI+LrSfDnvKje05eK4Cxgp6f3AmVQ4ZEZEXJjnKumaxvlpOmAa54i4Iw+FUpyW+528NC33VZQ8LTfpCnpcE+X+TeFquwSfIN366cnDpORUimi+8+sdpBabpYmIB/JQTruQGqdcGxELJY0kfRnbhnRL/qdRUqu+ZrhZtPVKvi20FjAvIjpmgicz61xOOGZmVgqPl/Qykae3/X7VcdTTqbF1alzQ2bF1KknXSLq26jiKOjUu6LzYXIfz8jGKzv2C0KmxdWpc0KGxSbqGdOdjj6pjqUN04GtG58YFHRabb6mZ2Yvyt+FXRETHDGlvK46OyXzWPUlr5GkAOk6nxtapcUHnxhYRe3RqspH0yk58zTo1Lui82JxwXj72JzUL7USdGlunxgUdGltVH1CSPi3pQUkLJf1V0ofrFHsLJb9mnRpXp8fWiBOO2UqiUz+gcr+u80iDsH6Z1IlxoqRLJK1RZiwvh7g6PbbuuNFAxSRd12TRekNq9KtOja1T44LOja3mA+pnpKHr3076gBoNfCgiqhxv6/PANyPixSF18liCPwGul/TuiHjKcb1sYmvIjQYqJmkJ8DfSOEjd2QzYOcqdD6cjY+vUuKBzY5N0B2lom3ofUA8D7440UVwV8y79B3hPREwprB9CGpVhFdI0ABuWGVunxtXpsXXHVzjVuweYERFjuisk6X2UPHwGnRtbp8YFnRvbNqRvxS+KiGslvY30AXWzpH1KjKfWs6QBMJcRETMlvR34HXAzcJrjelEnx9aQ63CqdwvwtibKBeWPXdapsXVqXNC5sTX8gCLdXnuS9AG1U4kxdZkGHFBvQ0TMAfYgjVf2vyXGBJ0bF3R2bA054VTvTOCoJspdCWzZz7EUdWpsnRoXdG5snfwBdTGwlaR6cxoREQuB/yJNrTDLcQGdHVtDrsMxWwlIOhj4LKmupu6o5JJWAb4DvCsiyk7UthJwwjEzs1L4lpqZmZXCCcfMzErhhGNmZqVwwjEzs1I44Vi3JI2VNE3SfyTNkfQXSWf307kOkTS2iXLjJUXN4zFJv5K0dZPnmZh73leu2eecy3Y97/sbbL8/bx/fXzG0eNxlXud2n0fSKyQdmd+TCyXNlXSPpP+V1Ks+TkrulPSRBtsn5t789badL0+q1y0nHGtI0hdJ7fivBg4E/hv4Dal9f384BBjbZNlngRH58XlgB+BaSWs1se9pLZynv7XynAEWAVtKGl67UtJOwJC8vb9jaFbxdW73eX4OfAW4lPSe/Aipf9Pbo/fNbw8BXgX8tBf7fhM4VNJre3nuFZ6HtrHuHAl8NyJOqFl3uaRTqgqoxpKIuCX/foukWcAfgf2AXxYL5z4mq0TE8xHxYIlxttt84M/A+0kdNbu8H7gOGFZFUF3Kep0l7Qu8D9gvIq6q2fTr3l7dZEcDP46IxTXnWpWUPD8MbAp8QNKDwCkR8eLwRHlYmRuBTwLH9CGGFZavcKw76wH/Kq6s/fbYddtE0gGSZkhaJOlGSdsV98u3VKZLek7SPyR9Nf8zI2kicBCwW82tsvEtxDot/xxSJ657SN/8d67dVojtnZKulzRP0rOSpkjasWb7OyRNlbRA0lOSvidp7e4CkjRC0m8l/VPS/Hyr5tDa166Xz3kScEjXB2v+eUhe37YY8mtwSeF4I3OZ7Wtfy55e50bnkbSfpKWStiycZ8u8fnSD12C3/HO50bl7e3WTr0zeDlxS2PQZ4DjSKAxXAh8FfgCsX+cwvyJd5fiztQ5f4Vh3/gwcla8eruhmuPMtgLNJ83IsBE4Brpb0uq5h7yXtRboFchFwLPAm0rfG9YEj8u+vISW5T+Xjzm4h1iH5578K684ETs3r687zImkkMBm4nnRbZj6wC2lE579I2gW4BriM9K16feB0YFBebmQL4E/ABaQP4l2AH0paGhE/o/fP+VLSiAC7kq7q3kEaFfhS4BslxVBrCD2/zo3O80/gMdLrPr6m/FjgCdIglPXMzz+/IemsiHikxZjr2SMf96+F9buRRto+M3+R+lMeg66em4DBwNA6x7GI8MOPug9SUniINNDkUtJIyKcC69SUmZi3v71m3RbAEuCImnW3ANcXjn8c8ALw6rx8CTClibjGkwabXDU/Xk9KFnOBTQpx7VBn/4nAHTXLN5NuT6nB+f5YJ/bd8/G3b/K1VI71u6QPr671TT3n2uedf/8N8H/5928Dl+XfnwTGtyMGYApwSWHdyNrn3eLr3Og8XyElKdXEOZM030uj12Jj4K587gDuBk4ABvbh/T4BuL3O+u8C/8jnnAgM6eYYq+b3/sd7G8eK/PBlnzUUEXcBbyBVyH6b9EHwZeAOSQNrij4RETfV7PcI6RbXW+HF+/pvYfm6lZ+TbuuO6EV46wOL8+NvwFbAmIj4Z02ZRyPizu4OkhsZ7Az8KPInRmH7mjm+X0hatesB3JjP3bDORNIgpRZTj9TEOo6UIPtqEvA+SauTrrKWu51WQgxdenyde/AD0peUkXl5VF7+YaMdIuJfwI7A3qSrvfWArwI3SVoNQNJH8i3EO/Nt3Bn592mSXlnnsBuTEnbRV0lXPg+T/hc+n69668W1BHgmH8sKnHCsWxHxXERcHhFHRsR2wMeA1wGH1xR7os6uTwCb5N83AF4JPF4o07Vcd8TbHjxLGkp/OPBq0rfOqwpliuerZxApkf6zm+2rkBLu4prHc6TntHk3x54IjCHd5torx/sDoB1TAP8WGEj6MFwLuLyCGLo08zo3FBEPka6mDsurDgNui4h7etjvhYj4Q0R8inS77oekW1kj8vYfRcQOpC87S4BdImKHiBgWNY0CaqxB+rsWzzMrH/e9pCv+XYEb1bh7wHO09/VdYbgOx1oSEd+XdCawbc3qjeoU3Yh0Cw7St8bFdcoNzj/rjl7cgyUR0VNfmmYqj+eQbhdu0mD7M/k440kVxkWP1dtJaV75dwOfjogLata35UteRMyXdAVpBOhfRsT8Ypk2xLAIWK2wblC9cJo8XncuBL6n1BT/QFps5RURSyX9gZSsih/2rwPmRM9TLj9NgyuTnKB+rzRV93jSVA/nSDo3J6Ra69G79/QKz1c41pCk5RKJpA2BdVn2W+1GSrMMdpV5Delb5W2QvomSbrEdXDjcIaQP+5vz8vOU/M0wf1DfCvx3V6uvOttvAbaJiDvqPOomHGB10v/Xi9+Yc6u2Yh+mvjzn75CubC5osL2vMcxm2S8WkK6Sequ753pp3j6JFHPdW4QAkgY32PRfwALS37PWm2muAv9v1JmjqN77Arg9/3xVoeyGwJrA35s430rHVzjWnemSfgP8gXSLbAtSJ8sFwI9qyj0JXCzpRF5qpfYE6XZOl5NJLdd+SPowGUpqufS9iOhqFTUDGC3pANKH3WPdfKC30/GkVmhXSZpAul8/glThfQWpccO1kpaSKr7/Q7qFsz/wpYhY7sMlIp6VdDtwkqS5pMR6POlW4Do1RXv9nCPNZz+lm+19jeHXwOGSziG1FhsF9GUa6obPNSIWSfoJ8GngZxHxTDfH+YWk/wC/IDUu2Ag4FBhNqqwv7vtmUgODnvyJ9FptGBH/rln/U0l/AW4g3b4cRrqyfBS4r3CM4aQrvpuw5VXdasGPzn2Q/vn/QLpttIj0z/1TYNuaMhNJLbwOJH2re470j7tc6y1SXcJ00jfZ2aT6h1Vrtm9A+pB7mnwbq0Fc48mttbqJfSI1LaR62kZq+noDKZk+Q2r1tkPN9p2B35Naws0H7iU1BV+3mxheC1yby88iJa5lYm/2ObfwvJdppdbXGIAvklpo/Yc0y+R/sXwrtaZe556eK7BnXr9nD8/xo/lvMTu/l54mJcSRDcpfDry/iff7asBTwIcL69+bz/cvUtKeS0r0O9Y5xrcotGj046WHJ2CzPskd+raPiOE9lTXrTq4bPATYKiKWtvG4s4C9I6J4NVKv7LeA10bE/g22TyQlypl1tq0CPAIcHxEX9ynoFZRvqZlZpSRtA2xHGhLmlDYnm0GkTrHN1ql8A/i7pNdHnVulPTiYdEu5Yf3Tys6NBsysat8l3aq9kjR8TNtExJyIGBCp4Uoz5WeTbtk1arV4GemWaz0CDo/UF8fq8C01MzMrha9wzMysFE44ZmZWCiccMzMrhROOmZmVwgnHzMxK4YRjZmalcMIxM7NS/D9uOvtcjpd01QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt \n", + "x = distribution.values\n", + "y = distribution.probabilities\n", + "plt.bar(x, y, width=0.2)\n", + "plt.xticks(x, size=15, rotation=90)\n", + "plt.yticks(size=15)\n", + "plt.grid()\n", + "plt.xlabel('Spot Price at Maturity $S_T$ (\\$)', size=15)\n", + "plt.ylabel('Probability ($\\%$)', size=15)\n", + "plt.show()" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit.algorithms import (\n", + " IterativeAmplitudeEstimation,\n", + " MaximumLikelihoodAmplitudeEstimation,\n", + " FasterAmplitudeEstimation\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "More information in _Quantum Amplitude Estimation_ tutorial in Qiskit Finance on [qiskit.org](https://qiskit.org/documentation/finance/tutorials/00_amplitude_estimation.html)\n", + "\n", + "References:\n", + "\n", + "_Quantum Amplitude Amplification and Estimation._ Brassard et al. (2000) [arXiv:quant-ph/0005055](https://arxiv.org/abs/quant-ph/0005055) \n", + "\n", + "[2] _Amplitude Estimation without Phase Estimation._ Suzuki et al. (2019) [Quantum Inf Process 19, 75](https://link.springer.com/article/10.1007/s11128-019-2565-2#citeas)\n", + "\n", + "[3] _Iterative Quantum Amplitude Estimation._ Grinko et al. (2019) [npj Quantum Inf 7, 52](https://www.nature.com/articles/s41534-021-00379-1)\n", + "\n", + "[4] _Quantum Approximate Counting, Simplified._ Aaronson et al. (2019) [arXiv:1908.10846](https://arxiv.org/abs/1908.10846)\n", + "\n", + "[5] _Faster Amplitude Estimation._ Nakaji (2020) [arXiv:2003.02417](https://arxiv.org/abs/2003.02417)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "We're using iterative amplitude estimation since it's one of the fastest algorithms." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "from qiskit.algorithms import IterativeAmplitudeEstimation\n", + "\n", + "epsilon = 0.01 # determines final accuracy\n", + "alpha = 0.05 # determines how certain we are of the result\n", + "\n", + "ae = IterativeAmplitudeEstimation(epsilon, alpha=alpha, quantum_instance=sim)" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "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": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}