{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2. Vanilla Greeks using finite difference, pathwise derivative estimate and likelihood ratio methods.ipynb","provenance":[],"collapsed_sections":[]},"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":"3.7.3"},"toc":{"base_numbering":1,"nav_menu":{},"number_sections":true,"sideBar":true,"skip_h1_title":false,"title_cell":"Table of Contents","title_sidebar":"Contents","toc_cell":false,"toc_position":{},"toc_section_display":true,"toc_window_display":false}},"cells":[{"cell_type":"markdown","metadata":{"colab_type":"text","id":"FlAMoiYYA3z0"},"source":["The purpose of this project is to implement formulas for the Greeks and then use them to test various methods of doing Monte Carlo Greeks. \n","The functions written in the first section will be used in later projects."]},{"cell_type":"code","metadata":{"id":"AkCDcuEOhvjL","colab_type":"code","outputId":"72b5da25-3e3b-41e8-906d-d68d6dff02b5","executionInfo":{"status":"ok","timestamp":1591505099125,"user_tz":-480,"elapsed":2813,"user":{"displayName":"Hong Wai Ng","photoUrl":"","userId":"05894942200778855220"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["# Mount google drive and setup paths\n","import sys\n"," \n","# mount google drive \n","from google.colab import drive\n","drive.mount('/content/drive/', force_remount=True)\n"," \n","# specify path name to import py file\n","folder_name = 'Jupyter Notebooks/Quantitative Finance'\n","sys.path.append(\"drive/My Drive/\" + folder_name)"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive/\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"uiuhc3mOhxnC","colab_type":"code","colab":{}},"source":["# Import necessary libraries\n","from random import random\n","from random import randint\n","from random import seed\n","import pandas as pd\n","\n","from GBM import *\n","from Option import *\n","from Greeks import *\n","from finite_difference_method import *"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"q3o-sxsxA30x"},"source":["## Implementing the formulas"]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"oDyXew6xA302"},"source":["Implement the following formulas for both European call and put options\n","\n","(i) the Delta (spot derivative),\n","\n","(ii) the Gamma (2nd spot derivative),\n","\n","(iii) the Vega (volatility derivative),\n","\n","(iv) the Rho ($r$ derivative),\n","\n","(v) the Theta of an option, this is equal to minus the $T$ derivative,\n","\n","The formulas are deducible by simply differentiating the Black-Scholes prices."]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"stoMdzhSA307"},"source":["All implementations of greeks can be found at Option.py, class Greeks.\n","Let $\\tau = T-t.$\n","Since \n","$$\n","\\begin{align*}\n","c(t,S) & = S N(d_1) - Ke^{-r\\tau} N(d_2) \\quad \\text{where} \\\\\n","d_1 & = \\frac{\\ln \\left( \\frac{S}{K} \\right) +  (r + 0.5 \\sigma^2) \\tau}{\\sigma\\sqrt{\\tau}}, \\\\\n","d_2 & = \\frac{\\ln \\left( \\frac{S}{K} \\right) +  (r - 0.5 \\sigma^2) \\tau}{\\sigma\\sqrt{\\tau}}, \\\\\n","d_1 - d_2 & = \\sigma\\sqrt{\\tau},\n","\\end{align*}\n","$$\n","by using the following facts\n","$$\n","\\begin{align*}\n","S N'(d_1) & = Ke^{-r\\tau} N'(d_2), \\\\\n","\\frac{\\partial d_1}{\\partial S} & = \\frac{\\partial d_2}{\\partial S} = \\frac{1}{S\\sigma\\sqrt{\\tau}}, \\\\\n","\\frac{\\partial d_1}{\\partial \\sigma} & = - \\frac{d_2}{\\sigma} \\quad, \\frac{\\partial d_2}{\\partial \\sigma} = - \\frac{d_1}{\\sigma}, \\\\\n","\\frac{\\partial d_1}{\\partial r} & = \\frac{\\partial d_2}{\\partial r}, \\\\\n","\\end{align*}\n","$$\n","\n","\n","we have\n","\n","$$\n","\\begin{align*}\n","\\text{Delta} : \\frac{\\partial c}{\\partial S} & = N(d_1), \\\\\n","\\text{Gamma} : \\frac{\\partial^2 c}{\\partial S^2} & = \\frac{N'(d_1)}{S\\sigma\\sqrt{\\tau}}, \\\\\n","\\text{Vega} : \\frac{\\partial c}{\\partial \\sigma} & = S\\sqrt{\\tau} N'(d_1) , \\\\\n","\\text{Rho} : \\frac{\\partial c}{\\partial r} & = K\\tau e^{-r\\tau} N(d_2), \\\\\n","\\text{Theta} : \\frac{\\partial c}{\\partial t} & = -rKe^{-r\\tau}N(d_2) - \\frac{SN'(d_1)\\sigma}{2\\sqrt{\\tau}} \\\\\n","\\end{align*}\n","$$"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"GoZXNv-oA30-","colab":{}},"source":["# Testing\n","\n","S = 120\n","K = 100\n","r = 0.05\n","d = 0\n","sigma = 0.2\n","T = 1\n","\n","greeks = Greeks(S, K, r, d, sigma, T)\n","greeks_formula = greeks.get_all()\n","\n","call_greeks = greeks_formula['call']\n","put_greeks = greeks_formula['put']\n","\n","call_greeks = pd.DataFrame.from_dict(call_greeks, orient='index', columns = ['formula'])\n","put_greeks = pd.DataFrame.from_dict(put_greeks, orient='index', columns = ['formula'])"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"cbzZRCEXkBHH","colab_type":"code","outputId":"e97ec233-cf60-4a4e-eb7a-94240a063e28","executionInfo":{"status":"ok","timestamp":1591505113696,"user_tz":-480,"elapsed":2453,"user":{"displayName":"Hong Wai Ng","photoUrl":"","userId":"05894942200778855220"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["call_greeks"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>formula</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>delta</th>\n","      <td>0.896455</td>\n","    </tr>\n","    <tr>\n","      <th>gamma</th>\n","      <td>0.007500</td>\n","    </tr>\n","    <tr>\n","      <th>vega</th>\n","      <td>21.600708</td>\n","    </tr>\n","    <tr>\n","      <th>rho</th>\n","      <td>81.405559</td>\n","    </tr>\n","    <tr>\n","      <th>theta</th>\n","      <td>-6.230349</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         formula\n","delta   0.896455\n","gamma   0.007500\n","vega   21.600708\n","rho    81.405559\n","theta  -6.230349"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"FHODGx2wkEMm","colab_type":"code","outputId":"0bf809d8-c9b7-41a9-d183-b3e416560aef","executionInfo":{"status":"ok","timestamp":1591505115421,"user_tz":-480,"elapsed":2170,"user":{"displayName":"Hong Wai Ng","photoUrl":"","userId":"05894942200778855220"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["put_greeks"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>formula</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>delta</th>\n","      <td>-0.103545</td>\n","    </tr>\n","    <tr>\n","      <th>gamma</th>\n","      <td>0.007500</td>\n","    </tr>\n","    <tr>\n","      <th>vega</th>\n","      <td>21.600708</td>\n","    </tr>\n","    <tr>\n","      <th>rho</th>\n","      <td>-13.717384</td>\n","    </tr>\n","    <tr>\n","      <th>theta</th>\n","      <td>-1.474202</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         formula\n","delta  -0.103545\n","gamma   0.007500\n","vega   21.600708\n","rho   -13.717384\n","theta  -1.474202"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"QecOa1rwA31N"},"source":["## Testing"]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"4pZUTCIsA31Q"},"source":["Test them all by comparing with the finite differencing price. \n","That is let $\\epsilon$ be a small number, and compute the price change for bumping the parameter for $\\epsilon$ and\n","divide by $\\epsilon$. \n","To approximate the delta, for example, take \n","$$\\frac{1}{\\epsilon}\\left( BS(S + \\epsilon, T, \\sigma, r, d) - BS(S, T, \\sigma, r, d) \\right)$$\n","The Gamma can be approximated by finite differencing the Delta, or by taking the formula\n","$$\\frac{1}{\\epsilon^2} \\left( BS(S + \\epsilon, T, \\sigma, r, d) - 2BS(S, T, \\sigma, r, d) + BS(S - \\epsilon, T, \\sigma, r, d) \\right)$$\n","(Why does this work?)"]},{"cell_type":"code","metadata":{"id":"UkPD1KBakQoH","colab_type":"code","outputId":"b9911cff-1cde-400e-ade6-28f1440d28a3","executionInfo":{"status":"ok","timestamp":1591505719617,"user_tz":-480,"elapsed":844,"user":{"displayName":"Hong Wai Ng","photoUrl":"","userId":"05894942200778855220"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["e = 0.001 # error in finite difference method\n","\n","f_S_c = lambda x: Option(S + x, K, r, d, sigma, T).european_call()\n","f_vol_c = lambda x: Option(S, K, r, d, sigma + x, T).european_call()\n","f_r_c = lambda x: Option(S, K, r + x, d, sigma, T).european_call()\n","f_T_c = lambda x: -Option(S, K, r, d, sigma, T + x).european_call()\n","\n","\n","delta_fc_c = finite_difference(f_S_c, e)\n","gamma_fc_c = finite_difference(f_S_c, e, second_order = True)\n","vega_fc_c = finite_difference(f_vol_c, e)\n","rho_fc_c = finite_difference(f_r_c, e)\n","theta_fc_c = finite_difference(f_T_c, e)\n","\n","greeks_approx_c = [delta_fc_c, gamma_fc_c, vega_fc_c, rho_fc_c, theta_fc_c]\n","\n","call_greeks['Finite Difference'] = greeks_approx_c\n","call_greeks['FD Abs error (FD)'] = np.abs(call_greeks.iloc[:,0] - call_greeks.iloc[:,1])\n","call_greeks"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>formula</th>\n","      <th>Finite Difference</th>\n","      <th>FD Abs error (FD)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>delta</th>\n","      <td>0.896455</td>\n","      <td>0.896459</td>\n","      <td>3.750064e-06</td>\n","    </tr>\n","    <tr>\n","      <th>gamma</th>\n","      <td>0.007500</td>\n","      <td>0.007500</td>\n","      <td>1.578147e-08</td>\n","    </tr>\n","    <tr>\n","      <th>vega</th>\n","      <td>21.600708</td>\n","      <td>21.672831</td>\n","      <td>7.212281e-02</td>\n","    </tr>\n","    <tr>\n","      <th>rho</th>\n","      <td>81.405559</td>\n","      <td>81.418740</td>\n","      <td>1.318111e-02</td>\n","    </tr>\n","    <tr>\n","      <th>theta</th>\n","      <td>-6.230349</td>\n","      <td>-6.229884</td>\n","      <td>4.648117e-04</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         formula  Finite Difference  FD Abs error (FD)\n","delta   0.896455           0.896459       3.750064e-06\n","gamma   0.007500           0.007500       1.578147e-08\n","vega   21.600708          21.672831       7.212281e-02\n","rho    81.405559          81.418740       1.318111e-02\n","theta  -6.230349          -6.229884       4.648117e-04"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"id":"BhCoUyKckyNj","colab_type":"code","outputId":"0c85a86c-3984-4c30-a034-b037f8594584","executionInfo":{"status":"ok","timestamp":1591505720105,"user_tz":-480,"elapsed":601,"user":{"displayName":"Hong Wai Ng","photoUrl":"","userId":"05894942200778855220"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["f_S_p = lambda x: Option(S + x, K, r, d, sigma, T).european_put()\n","f_vol_p = lambda x: Option(S, K, r, d, sigma + x, T).european_put()\n","f_r_p = lambda x: Option(S, K, r + x, d, sigma, T).european_put()\n","f_T_p = lambda x: -Option(S, K, r, d, sigma, T + x).european_put()\n","\n","delta_fc_p = finite_difference(f_S_p, e)\n","gamma_fc_p = finite_difference(f_S_p, e, second_order = True)\n","vega_fc_p = finite_difference(f_vol_p, e)\n","rho_fc_p = finite_difference(f_r_p, e)\n","theta_fc_p = finite_difference(f_T_p, e)\n","\n","greeks_approx_p = [delta_fc_p, gamma_fc_p, vega_fc_p, rho_fc_p, theta_fc_p]\n","\n","put_greeks['Finite Difference'] = greeks_approx_p\n","put_greeks['FD Abs error (FD)'] = np.abs(put_greeks.iloc[:,0] - put_greeks.iloc[:,1])\n","put_greeks"],"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>formula</th>\n","      <th>Finite Difference</th>\n","      <th>FD Abs error (FD)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>delta</th>\n","      <td>-0.103545</td>\n","      <td>-0.103541</td>\n","      <td>3.750054e-06</td>\n","    </tr>\n","    <tr>\n","      <th>gamma</th>\n","      <td>0.007500</td>\n","      <td>0.007500</td>\n","      <td>1.045240e-08</td>\n","    </tr>\n","    <tr>\n","      <th>vega</th>\n","      <td>21.600708</td>\n","      <td>21.672831</td>\n","      <td>7.212281e-02</td>\n","    </tr>\n","    <tr>\n","      <th>rho</th>\n","      <td>-13.717384</td>\n","      <td>-13.656657</td>\n","      <td>6.072673e-02</td>\n","    </tr>\n","    <tr>\n","      <th>theta</th>\n","      <td>-1.474202</td>\n","      <td>-1.473856</td>\n","      <td>3.459100e-04</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         formula  Finite Difference  FD Abs error (FD)\n","delta  -0.103545          -0.103541       3.750054e-06\n","gamma   0.007500           0.007500       1.045240e-08\n","vega   21.600708          21.672831       7.212281e-02\n","rho   -13.717384         -13.656657       6.072673e-02\n","theta  -1.474202          -1.473856       3.459100e-04"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"FxIHw4fFA31f","colab":{}},"source":["# Question: Why does it work?"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"YT97GNBbA31p"},"source":["## Graphs"]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"gGiipTcOA31s"},"source":["Once you have all the formulas working and tested. \n","Plot the following graphs and try to interpret them.\n","\n","(i) The Delta of a call option as a function of spot.\n","\n","(ii) The Delta of a call option as a function of time for in-the-money, out-of-the-money and at-the-money options.\n","\n","(iii) The Gamma of a call option as a function of spot,\n","\n","(iv) The Vega of a call option as a function of volatility, as a function of spot and as a function of time."]},{"cell_type":"code","metadata":{"colab_type":"code","id":"P4cBPpryA31v","outputId":"7b4d8fbc-3cc4-4fda-8704-fd50bd82cf1c","scrolled":true,"colab":{}},"source":["# (i) \n","\n","S_upper = 100\n","graph_num = 5\n","x = np.linspace(1, S_upper, S_upper)\n","\n","for j in range(graph_num):\n","    K = randint(1,100)\n","    r = random()\n","    T = random()\n","    d = random()\n","    sigma = random()\n","    y = [Greeks(S, K, r, d, sigma, T).delta() for S in range(1, S_upper+1)]\n","    plt.plot(x,y)\n","    plt.xlabel('Spot')\n","    plt.ylabel('Delta')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"image/png":"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","text/plain":["<Figure size 864x504 with 1 Axes>"]},"metadata":{"tags":[],"image/png":{"height":424,"width":720},"needs_background":"light"},"execution_count":12}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"k2ZCwxLVA317"},"source":["From above, we observe that delta of a call option is between $0$ and $1$ because it is a cdf. It is convex at the beginning then it becomes concave."]},{"cell_type":"code","metadata":{"colab_type":"code","id":"9SaQCFuwA31-","outputId":"5c6127df-2478-45f6-d969-5cd0d1cea31c","colab":{}},"source":["# (ii) \n","\n","K = 100\n","r = 0\n","d = 0\n","sigma = 0.2\n","\n","S_upper = 200\n","T_upper = 10\n","x = np.linspace(1, S_upper, S_upper)\n","\n","for t in reversed(range(1,T_upper)):\n","    y = [Greeks(S, K, r, d, sigma, t).delta() for S in range(1, S_upper+1)]\n","    plt.plot(x,y, label = str(t))\n","    plt.xlabel('Spot')\n","    plt.ylabel('Delta')\n","    plt.vlines(K, 0, 1)\n","    plt.legend()"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"image/png":"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","text/plain":["<Figure size 864x504 with 1 Axes>"]},"metadata":{"tags":[],"image/png":{"height":424,"width":720},"needs_background":"light"},"execution_count":13}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"sD-iMjTzA32I"},"source":["From above, if time to maturity decreases, then delta of an ITM call option will increase, OTM will decrease and ATM will approach to $0.5$"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"DOjTeLEKA32L","outputId":"0b4959fa-17bc-4461-b6eb-812f885bd1c1","scrolled":true,"colab":{}},"source":["# (iii) \n","\n","S_upper = 100\n","graph_num = 5\n","x = np.linspace(1, S_upper, S_upper)\n","\n","for j in range(graph_num):\n","    K = randint(1,100)\n","    r = random()\n","    T = random()\n","    d = random()\n","    sigma = random()\n","    y = [Greeks(S, K, r, d, sigma, T).gamma() for S in range(1, S_upper+1)]\n","    plt.plot(x,y)\n","    plt.xlabel('Spot')\n","    plt.ylabel('Gamma')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"image/png":"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","text/plain":["<Figure size 864x504 with 1 Axes>"]},"metadata":{"tags":[],"image/png":{"height":424,"width":720},"needs_background":"light"},"execution_count":14}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"LilEySgCA32X"},"source":["From above, gamma of a call option is the normal density function."]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"tFtTIUF5A32b"},"source":["(iv) The Vega of a call option as a function of volatility, as a function of spot and as a function of time."]},{"cell_type":"code","metadata":{"colab_type":"code","id":"zfk_cAyjA32e","outputId":"62971138-1b1d-4176-d3b9-9c350e17ce0e","colab":{}},"source":["# (iv) function of volatility\n","\n","K = 100\n","r = 0\n","d = 0\n","T = 1\n","\n","S_upper = 200\n","sigma_upper = 10\n","graph_num = 5\n","x = np.linspace(1, S_upper, S_upper)\n","\n","for vol in range(1,sigma_upper):\n","    y = [Greeks(S, K, r, d, vol / 10, T).vega() for S in range(1, S_upper+1)]\n","    plt.plot(x,y, label = str(vol))\n","    plt.xlabel('Volatility')\n","    plt.ylabel('Vega')\n","    plt.legend()"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"image/png":"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","text/plain":["<Figure size 864x504 with 1 Axes>"]},"metadata":{"tags":[],"image/png":{"height":424,"width":717},"needs_background":"light"},"execution_count":15}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"l8z64ie9A32p"},"source":["Recall that time to maturity and volatility have the same effect to all option Greeks."]},{"cell_type":"code","metadata":{"colab_type":"code","id":"MG3i2SWRA32r","outputId":"77223b3a-c692-4a77-f27e-5821f531545e","colab":{}},"source":["# (iv)   # function of spot\n","\n","S_upper = 100\n","graph_num = 5\n","x = np.linspace(1, S_upper, S_upper)\n","\n","for j in range(graph_num):\n","    K = randint(1,100)\n","    r = random()\n","    T = random()\n","    d = random()\n","    sigma = random()\n","    y = [Greeks(S, K, r, d, sigma, T).vega() for S in range(1, S_upper+1)]\n","    plt.plot(x,y)\n","    plt.xlabel('Spot')\n","    plt.ylabel('Vega')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"image/png":"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","text/plain":["<Figure size 864x504 with 1 Axes>"]},"metadata":{"tags":[],"image/png":{"height":424,"width":726},"needs_background":"light"},"execution_count":16}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"WhhakQvqA322","outputId":"2f07fae6-b53b-4ebf-be63-1cb9c9721112","colab":{}},"source":["# (iv)  # function of time\n","\n","K = 100\n","r = 0\n","d = 0\n","sigma = 0.2\n","\n","S_upper = 200\n","T_upper = 10\n","x = np.linspace(1, S_upper, S_upper)\n","\n","for t in range(1,T_upper):\n","    y = [Greeks(S, K, r, d, sigma, t).vega() for S in range(1, S_upper+1)]\n","    plt.plot(x,y, label = str(t))\n","    plt.xlabel('Time to maturity')\n","    plt.ylabel('Vega')\n","    plt.legend()"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"image/png":"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","text/plain":["<Figure size 864x504 with 1 Axes>"]},"metadata":{"tags":[],"image/png":{"height":424,"width":723},"needs_background":"light"},"execution_count":17}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"bWeaIFcJA33E"},"source":["## Monte Carlo Greeks"]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"3l_8ALzNA33H"},"source":["We can now try various Monte Carlo methods for computing the Greeks of vanilla options and compare them to the analytical formulas. \n","Implement the following methods and compare to the formulas. \n","How do the convergence speeds compare?\n","\n","(i) Run the Monte Carlo twice. \n","The second time with the parameter slightly bumped, and finite difference to get the Greek. \n","Use different random numbers for the two simulations.\n","\n","(ii) Do the same again but using the same random numbers for the two simulations.\n","(Depending upon the language you are using, it will either default to different random numbers or default to the same ones. \n","Setting the random number seed is the way to achieve either.)\n","\n","(iii) Implement the pathwise derivative estimate method for the Delta.\n","\n","(iv) Implement the likelihood ratio method for the Delta."]},{"cell_type":"markdown","metadata":{"id":"BJLHcbY7nw5W","colab_type":"text"},"source":["----\n","\n","For more information on pathwise derivative estimate and likelihood ratio methods, please refer to the Glasserman's Monte Carlo Methods in Financial Engineering.\n","\n","Intuitively, the **pathwise derivative estimate method** allows one to calculate greeks by using the ideas of \n","\n","(1) **interchanging derivative and integration (expectation)**, if applicable and \n","\n","(2) **the Chain rule**.\n","\n","For example, if we want to calculate delta of an European call option, since $S_T$ is a function of $S_0,$ then pathwise method implies that \n","\\begin{align*}\n","\\frac{\\partial c}{\\partial S_0} & = \\frac{\\partial}{\\partial S_0} \\mathbb{E}[e^{-rT}(S_T-K)^+] \\\\\n","& = \\mathbb{E}\\left[ \\frac{\\partial}{\\partial S_0} e^{-rT}(S_T-K)^+ \\right] \\\\\n","& =  \\mathbb{E} \\left[e^{-rT} 1_{\\{S_T>K\\}} \\frac{\\partial S_T}{\\partial S_0} \\right] \\\\\n","& =  \\mathbb{E} \\left[ e^{-rT} 1_{\\{S_T>K\\}} e^{(r-d - \\frac{1}{2} \\sigma^2)T + \\sigma \\sqrt{T} Z} \\right] \\\\\n","& = \\mathbb{E} \\left[ e^{-rT} 1_{\\{S_T>K\\}} \\frac{S_T}{S_0}\\right],\n","\\end{align*}\n","where the expectation can be calculated using Monte Carlo method.\n","\n","The pathwise derivative method can be modified to calculate other greeks as well.\n","\n","However, one **drawback of the pathwise derivative method** is that the   **payoff function must be differentiable or differentiable almost everywhere.**\n","In the example above, the payoff function $(S_T-K)^+$ is differentiable everywhere except at $S_T = K$. "]},{"cell_type":"markdown","metadata":{"id":"58zw3v5shCKt","colab_type":"text"},"source":["----\n","\n","The **likelihood ratio method** uses the fact that the random variable has density function.\n","Assume that $X = (X_1,...,X_n)$ has a probability density function $g_\\theta$ with parameter $\\theta.$ (One can think of $X_1,...,X_n$ as underlying financial instruments.)\n","Then \n","$$\\mathbb{E}(Y) = \\mathbb{E}_\\theta(f(X_1,...,X_n)) = \\int_{\\mathbb{R}^n }f(x)\\cdot g_\\theta(x) dx.$$\n","**Assume that we can interchange derivativ and integration.**\n","Then \n","$$\\frac{d}{d\\theta}\\mathbb{E}_\\theta(f(X_1,...,X_n)) = \\int_{\\mathbb{R}^n }f(x)\\cdot \\frac{ \\frac{d g_\\theta(x)}{d\\theta} }{g_\\theta(x)} g_\\theta(x) dx = \\mathbb{E}_\\theta \\left[ f(X) \\cdot  \\frac{ \\frac{d g_\\theta(X)}{d\\theta} }{g_\\theta(X)} \\right].$$\n","\n","For example, if we want to calculate delta of a European call option, then \n","$$\\theta = S_0, \\quad f(S_T) = e^{-rT} (S_T-K)^+, \\quad g_\\theta(x) = \\frac{1}{x\\sigma\\sqrt{T}} \\phi(\\xi(x))$$\n","where \n","$$\\xi(x) = \\frac{ \\ln \\left( \\frac{x}{S_0} \\right) - (r - \\frac{1}{2}\\sigma^2)T }{\\sigma\\sqrt{T}}.$$"]},{"cell_type":"markdown","metadata":{"id":"WzD4KuplrpZw","colab_type":"text"},"source":["Note that $g_\\theta$ is obtained by using $S_T = S_0 e^{ (r - \\frac{1}{2}\\sigma^2)T + \\sigma \\sqrt{T} Z }.$\n","Since $\\frac{\\phi'(x)}{\\phi(x)} = -x,$ so \n","$$ \\frac{\\frac{d g_\\theta(x)}{d S_0}}{g_\\theta(x)} = \\frac{\\phi'(\\xi(x))\\cdot \\xi'(x)}{\\phi(\\xi(x))} = -\\xi(x) \\xi'(x) = \\frac{ \\ln \\left( \\frac{x}{S_0} \\right) - (r - \\frac{1}{2}\\sigma^2)T }{ S_0\\sigma^2 T} .$$"]},{"cell_type":"markdown","metadata":{"id":"fZA7wkffrZRD","colab_type":"text"},"source":["It follows that \n","$$\\Delta = \\frac{d}{d S(0)}\\mathbb{E} [e^{-rT} (S_T-K)^+] = \\mathbb{E} \\left[ e^{-rT}(S_T-K)^+ \\left( \\frac{ \\ln \\left( \\frac{S_T}{S_0} \\right) - (r - \\frac{1}{2}\\sigma^2)T }{ S_0\\sigma^2 T} \\right)   \\right].$$"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"ca7ZeGZVA33K","colab":{}},"source":["# (ii)\n","\n","e = 0.001\n","\n","S0 = 120\n","K = 100\n","r = 0.05\n","d = 0\n","sigma = 0.2\n","T = 1\n","\n","num_steps = 100\n","num_paths = 17\n","\n","# apply Monte Carlo to approximate european call's greeks\n","BS_mc_S_c = lambda x: black_scholes_monte_carlo_pricer('European call', S0 + x, K, r, d, sigma, T, num_steps, num_paths, False, 0)\n","BS_mc_r_c = lambda x: black_scholes_monte_carlo_pricer('European call', S0, K, r + x, d, sigma, T, num_steps, num_paths, False, 0)\n","BS_mc_vol_c = lambda x: black_scholes_monte_carlo_pricer('European call', S0, K, r, d, sigma + x, T, num_steps, num_paths, False, 0)\n","BS_mc_T_c = lambda x: - black_scholes_monte_carlo_pricer('European call', S0, K, r, d, sigma, T + x, num_steps, num_paths, False, 0)\n","\n","delta_mc_c = finite_difference(BS_mc_S_c, e)\n","gamma_mc_c = finite_difference(BS_mc_S_c, e, True)\n","vega_mc_c = finite_difference(BS_mc_vol_c, e)\n","rho_mc_c = finite_difference(BS_mc_r_c, e)\n","theta_mc_c = finite_difference(BS_mc_T_c, e)\n","\n","greeks_mc_c = [delta_mc_c, gamma_mc_c, vega_mc_c, rho_mc_c, theta_mc_c]\n","\n","call_greeks['MC Greeks'] = greeks_mc_c\n","call_greeks['MC abs error'] = np.abs(call_greeks.iloc[:, 0] - call_greeks.iloc[:,3])\n","\n","# apply Monte Carlo to approximate european put's greeks\n","BS_mc_S_p = lambda x: black_scholes_monte_carlo_pricer('European put', S0 + x, K, r, d, sigma, T, num_steps, num_paths, False, 0)\n","BS_mc_r_p = lambda x: black_scholes_monte_carlo_pricer('European put', S0, K, r + x, d, sigma, T, num_steps, num_paths, False, 0)\n","BS_mc_vol_p = lambda x: black_scholes_monte_carlo_pricer('European put', S0, K, r, d, sigma + x, T, num_steps, num_paths, False, 0)\n","BS_mc_T_p = lambda x: - black_scholes_monte_carlo_pricer('European put', S0, K, r, d, sigma, T + x, num_steps, num_paths, False, 0)\n","\n","delta_mc_p = finite_difference(BS_mc_S_p, e)\n","gamma_mc_p = finite_difference(BS_mc_S_p, e, True)\n","vega_mc_p = finite_difference(BS_mc_vol_p, e)\n","rho_mc_p = finite_difference(BS_mc_r_p, e)\n","theta_mc_p = finite_difference(BS_mc_T_p, e)\n","\n","greeks_mc_p = [delta_mc_p, gamma_mc_p, vega_mc_p, rho_mc_p, theta_mc_p]\n","\n","put_greeks['MC Greeks'] = greeks_mc_p\n","put_greeks['MC abs error'] = np.abs(put_greeks.iloc[:, 0] - put_greeks.iloc[:,3])"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"RWn4jiVFmuDt","colab_type":"code","outputId":"86f3d077-e2fd-4f61-cace-d3622915ad9f","executionInfo":{"status":"ok","timestamp":1591505747904,"user_tz":-480,"elapsed":15732,"user":{"displayName":"Hong Wai Ng","photoUrl":"","userId":"05894942200778855220"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["call_greeks"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>formula</th>\n","      <th>Finite Difference</th>\n","      <th>FD Abs error (FD)</th>\n","      <th>MC Greeks</th>\n","      <th>MC abs error</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>delta</th>\n","      <td>0.896455</td>\n","      <td>0.896459</td>\n","      <td>3.750064e-06</td>\n","      <td>0.896991</td>\n","      <td>0.000536</td>\n","    </tr>\n","    <tr>\n","      <th>gamma</th>\n","      <td>0.007500</td>\n","      <td>0.007500</td>\n","      <td>1.578147e-08</td>\n","      <td>0.002801</td>\n","      <td>0.004699</td>\n","    </tr>\n","    <tr>\n","      <th>vega</th>\n","      <td>21.600708</td>\n","      <td>21.672831</td>\n","      <td>7.212281e-02</td>\n","      <td>21.858899</td>\n","      <td>0.258191</td>\n","    </tr>\n","    <tr>\n","      <th>rho</th>\n","      <td>81.405559</td>\n","      <td>81.418740</td>\n","      <td>1.318111e-02</td>\n","      <td>81.346387</td>\n","      <td>0.059172</td>\n","    </tr>\n","    <tr>\n","      <th>theta</th>\n","      <td>-6.230349</td>\n","      <td>-6.229884</td>\n","      <td>4.648117e-04</td>\n","      <td>-6.244217</td>\n","      <td>0.013868</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         formula  Finite Difference  FD Abs error (FD)  MC Greeks  MC abs error\n","delta   0.896455           0.896459       3.750064e-06   0.896991      0.000536\n","gamma   0.007500           0.007500       1.578147e-08   0.002801      0.004699\n","vega   21.600708          21.672831       7.212281e-02  21.858899      0.258191\n","rho    81.405559          81.418740       1.318111e-02  81.346387      0.059172\n","theta  -6.230349          -6.229884       4.648117e-04  -6.244217      0.013868"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"yIkN7YtsnWRW","colab_type":"code","outputId":"20de8635-6845-416e-f3f4-2ea98cd65af4","executionInfo":{"status":"ok","timestamp":1591505747906,"user_tz":-480,"elapsed":15532,"user":{"displayName":"Hong Wai Ng","photoUrl":"","userId":"05894942200778855220"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["put_greeks"],"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>formula</th>\n","      <th>Finite Difference</th>\n","      <th>FD Abs error (FD)</th>\n","      <th>MC Greeks</th>\n","      <th>MC abs error</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>delta</th>\n","      <td>-0.103545</td>\n","      <td>-0.103541</td>\n","      <td>3.750054e-06</td>\n","      <td>-0.103460</td>\n","      <td>0.000085</td>\n","    </tr>\n","    <tr>\n","      <th>gamma</th>\n","      <td>0.007500</td>\n","      <td>0.007500</td>\n","      <td>1.045240e-08</td>\n","      <td>0.002801</td>\n","      <td>0.004699</td>\n","    </tr>\n","    <tr>\n","      <th>vega</th>\n","      <td>21.600708</td>\n","      <td>21.672831</td>\n","      <td>7.212281e-02</td>\n","      <td>21.640966</td>\n","      <td>0.040258</td>\n","    </tr>\n","    <tr>\n","      <th>rho</th>\n","      <td>-13.717384</td>\n","      <td>-13.656657</td>\n","      <td>6.072673e-02</td>\n","      <td>-13.667977</td>\n","      <td>0.049407</td>\n","    </tr>\n","    <tr>\n","      <th>theta</th>\n","      <td>-1.474202</td>\n","      <td>-1.473856</td>\n","      <td>3.459100e-04</td>\n","      <td>-1.469397</td>\n","      <td>0.004805</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         formula  Finite Difference  FD Abs error (FD)  MC Greeks  MC abs error\n","delta  -0.103545          -0.103541       3.750054e-06  -0.103460      0.000085\n","gamma   0.007500           0.007500       1.045240e-08   0.002801      0.004699\n","vega   21.600708          21.672831       7.212281e-02  21.640966      0.040258\n","rho   -13.717384         -13.656657       6.072673e-02 -13.667977      0.049407\n","theta  -1.474202          -1.473856       3.459100e-04  -1.469397      0.004805"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"markdown","metadata":{"id":"vB4lz6E5hCK3","colab_type":"text"},"source":["Note that the vega generated using Monte Carlo deviates from true value significantly compared to other Greeks. "]},{"cell_type":"markdown","metadata":{"id":"1YGUcJVyhCK5","colab_type":"text"},"source":["Recall that the pathwise derivative esimate method propses that\n","\\begin{align*}\n","\\Delta = \\frac{\\partial c}{\\partial S_0} & = \\mathbb{E} \\left[ e^{-rT} 1_{\\{S_T>K\\}} \\frac{S_T}{S_0}\\right], \\\\\n","\\frac{\\partial c}{\\partial \\sigma} & = \\mathbb{E}\\left[ e^{-rT} 1_{\\{ S_T>K \\}}\\left( \\frac{\\log \\left( \\frac{S_T}{S_0}\\right)  - (r + 0.5\\sigma^2)T}{\\sigma} \\right) S_T  \\right] .\n","\\end{align*}"]},{"cell_type":"markdown","metadata":{"id":"CjPiizr91t5D","colab_type":"text"},"source":["Note that pathwise derivative estimate method fails for $Y = e^{-rT} 1_{\\{S_T>K\\}}$ because \n","$$0 = \\mathbb{E} \\left[ \\frac{\\partial Y}{\\partial S_0} \\right] \\neq \\frac{\\partial}{\\partial S_0} \\mathbb{E}[Y].$$\n","Therefore, the method cannot be used to calculate gamma of european call option."]},{"cell_type":"markdown","metadata":{"id":"h9Xacr_i1rTC","colab_type":"text"},"source":["On the other hand, pathwise derivative estimate method for European put option gives \n","\\begin{align*}\n","\\Delta = \\frac{\\partial P}{\\partial S_0} & = \\mathbb{E} \\left[ -e^{-rT} 1_{\\{S_T<K\\}} \\frac{S_T}{S_0}\\right], \\\\\n","\\frac{\\partial c}{\\partial \\sigma} & = \\mathbb{E}\\left[ -e^{-rT} 1_{\\{ S_T<K \\}}\\left( \\frac{\\log \\left( \\frac{S_T}{S_0}\\right)  - (r + 0.5\\sigma^2)T}{\\sigma} \\right) S_T  \\right] .\n","\\end{align*}"]},{"cell_type":"code","metadata":{"id":"I1N4omTYhCK6","colab_type":"code","colab":{}},"source":["# (iii) pathwise derivative estimate method\n","\n","S0 = 120\n","K = 100\n","r = 0.05\n","d = 0\n","sigma = 0.2\n","T = 1\n","\n","num_steps = 100\n","num_paths = 17\n","\n","call_greeks['Pathwise'] = 0\n","call_greeks['Pathwise Abs err'] = 0\n","\n","put_greeks['Pathwise'] = 0\n","put_greeks['Pathwise Abs err'] = 0\n","\n","# generate stock price paths\n","ST = GBM_fd(S0, r, d, sigma, T, num_steps, 2**num_paths, plot = False, seed = None)\n","\n","# pathwise estimate for delta of European call option\n","dpayoff_dS0 = np.exp(-r * T)  * np.piecewise(ST, [ST > K, ST <= K], [1, 0])\n","payoff = dpayoff_dS0 * ST / S0\n","call_greeks.loc['delta', 'Pathwise'] = monte_carlo(payoff)\n","call_greeks.loc['delta', 'Pathwise Abs err'] = np.abs(call_greeks.loc['delta', 'formula'] - call_greeks.loc['delta', 'Pathwise'])\n","\n","# print('Analytical delta: ', greeks.delta('call'))\n","# print('Pathwise method delta: ' , monte_carlo(payoff))\n","# print('abs difference:', np.abs(greeks.delta('call') - monte_carlo(payoff)))\n","\n","# pathwise estimate for vega of European call option\n","d1_similar = (np.log( ST / S0 ) - (r + 0.5 * sigma**2) * T) / (sigma)\n","\n","payoff = dpayoff_dS0 * d1_similar * ST\n","call_greeks.loc['vega', 'Pathwise'] = monte_carlo(payoff)\n","call_greeks.loc['vega', 'Pathwise Abs err'] = np.abs(call_greeks.loc['vega', 'formula'] - call_greeks.loc['vega', 'Pathwise'])\n","\n","# print('Analytical vega: ', greeks.vega())\n","# print('Pathwise method vega: ' , monte_carlo(payoff))\n","# print('abs difference:', np.abs(greeks.vega() - monte_carlo(payoff)))\n","\n","# pathwise estimate for delta of European put option\n","dpayoff_dS0_put = - np.exp(-r * T)  * np.piecewise(ST, [ST > K, ST <= K], [0, 1])\n","payoff = dpayoff_dS0_put * ST / S0\n","\n","put_greeks.loc['delta', 'Pathwise'] = monte_carlo(payoff)\n","put_greeks.loc['delta', 'Pathwise Abs err'] = np.abs(put_greeks.loc['delta', 'formula'] - put_greeks.loc['delta', 'Pathwise'])\n","\n","# print('Analytical delta: ', greeks.delta('put'))\n","# print('Pathwise method delta: ' , monte_carlo(payoff))\n","# print('abs difference:', np.abs(greeks.delta('put') - monte_carlo(payoff)))\n","\n","# pathwise estimate for vega for European put option\n","payoff = dpayoff_dS0_put * d1_similar * ST\n","put_greeks.loc['vega', 'Pathwise'] = monte_carlo(payoff)\n","put_greeks.loc['vega', 'Pathwise Abs err'] = np.abs(put_greeks.loc['vega', 'formula'] - put_greeks.loc['vega', 'Pathwise'])\n","\n","# print('Analytical vega: ', greeks.vega())\n","# print('Pathwise method vega: ' , monte_carlo(payoff))\n","# print('abs difference:', np.abs(greeks.vega() - monte_carlo(payoff)))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"LvfzlGFt4MjC","colab_type":"code","outputId":"0c5817a7-31db-48fc-e51a-3452abe4f8ef","executionInfo":{"status":"ok","timestamp":1591505759453,"user_tz":-480,"elapsed":1554,"user":{"displayName":"Hong Wai Ng","photoUrl":"","userId":"05894942200778855220"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["call_greeks"],"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>formula</th>\n","      <th>Finite Difference</th>\n","      <th>FD Abs error (FD)</th>\n","      <th>MC Greeks</th>\n","      <th>MC abs error</th>\n","      <th>Pathwise</th>\n","      <th>Pathwise Abs err</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>delta</th>\n","      <td>0.896455</td>\n","      <td>0.896459</td>\n","      <td>3.750064e-06</td>\n","      <td>0.896991</td>\n","      <td>0.000536</td>\n","      <td>0.896830</td>\n","      <td>0.000375</td>\n","    </tr>\n","    <tr>\n","      <th>gamma</th>\n","      <td>0.007500</td>\n","      <td>0.007500</td>\n","      <td>1.578147e-08</td>\n","      <td>0.002801</td>\n","      <td>0.004699</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>vega</th>\n","      <td>21.600708</td>\n","      <td>21.672831</td>\n","      <td>7.212281e-02</td>\n","      <td>21.858899</td>\n","      <td>0.258191</td>\n","      <td>21.515335</td>\n","      <td>0.085374</td>\n","    </tr>\n","    <tr>\n","      <th>rho</th>\n","      <td>81.405559</td>\n","      <td>81.418740</td>\n","      <td>1.318111e-02</td>\n","      <td>81.346387</td>\n","      <td>0.059172</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>theta</th>\n","      <td>-6.230349</td>\n","      <td>-6.229884</td>\n","      <td>4.648117e-04</td>\n","      <td>-6.244217</td>\n","      <td>0.013868</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         formula  Finite Difference  ...   Pathwise  Pathwise Abs err\n","delta   0.896455           0.896459  ...   0.896830          0.000375\n","gamma   0.007500           0.007500  ...   0.000000          0.000000\n","vega   21.600708          21.672831  ...  21.515335          0.085374\n","rho    81.405559          81.418740  ...   0.000000          0.000000\n","theta  -6.230349          -6.229884  ...   0.000000          0.000000\n","\n","[5 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"HXBCCTrX4N_t","colab_type":"code","outputId":"07e46bcf-77e6-44f7-c051-b2b6747f3f2c","executionInfo":{"status":"ok","timestamp":1591505759457,"user_tz":-480,"elapsed":611,"user":{"displayName":"Hong Wai Ng","photoUrl":"","userId":"05894942200778855220"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["put_greeks"],"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>formula</th>\n","      <th>Finite Difference</th>\n","      <th>FD Abs error (FD)</th>\n","      <th>MC Greeks</th>\n","      <th>MC abs error</th>\n","      <th>Pathwise</th>\n","      <th>Pathwise Abs err</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>delta</th>\n","      <td>-0.103545</td>\n","      <td>-0.103541</td>\n","      <td>3.750054e-06</td>\n","      <td>-0.103460</td>\n","      <td>0.000085</td>\n","      <td>-0.103114</td>\n","      <td>0.000431</td>\n","    </tr>\n","    <tr>\n","      <th>gamma</th>\n","      <td>0.007500</td>\n","      <td>0.007500</td>\n","      <td>1.045240e-08</td>\n","      <td>0.002801</td>\n","      <td>0.004699</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>vega</th>\n","      <td>21.600708</td>\n","      <td>21.672831</td>\n","      <td>7.212281e-02</td>\n","      <td>21.640966</td>\n","      <td>0.040258</td>\n","      <td>21.579024</td>\n","      <td>0.021685</td>\n","    </tr>\n","    <tr>\n","      <th>rho</th>\n","      <td>-13.717384</td>\n","      <td>-13.656657</td>\n","      <td>6.072673e-02</td>\n","      <td>-13.667977</td>\n","      <td>0.049407</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>theta</th>\n","      <td>-1.474202</td>\n","      <td>-1.473856</td>\n","      <td>3.459100e-04</td>\n","      <td>-1.469397</td>\n","      <td>0.004805</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         formula  Finite Difference  ...   Pathwise  Pathwise Abs err\n","delta  -0.103545          -0.103541  ...  -0.103114          0.000431\n","gamma   0.007500           0.007500  ...   0.000000          0.000000\n","vega   21.600708          21.672831  ...  21.579024          0.021685\n","rho   -13.717384         -13.656657  ...   0.000000          0.000000\n","theta  -1.474202          -1.473856  ...   0.000000          0.000000\n","\n","[5 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"WRdcP--5hCLD","colab_type":"text"},"source":["Recall that likelihood ratio method proposes that \n","$$\\Delta = \\frac{d}{d S(0)}\\mathbb{E} [e^{-rT} (S_T-K)^+] = \\mathbb{E} \\left[ e^{-rT}(S_T-K)^+ \\left( \\frac{ \\ln \\left( \\frac{S_T}{S_0} \\right) - (r - \\frac{1}{2}\\sigma^2)T }{ S_0\\sigma^2 T} \\right)   \\right].$$"]},{"cell_type":"code","metadata":{"id":"yIvV7lPlhCLF","colab_type":"code","outputId":"634c4c4a-f199-4532-dbbe-007c9d016563","executionInfo":{"status":"ok","timestamp":1591505802849,"user_tz":-480,"elapsed":1303,"user":{"displayName":"Hong Wai Ng","photoUrl":"","userId":"05894942200778855220"}},"colab":{"base_uri":"https://localhost:8080/","height":69}},"source":["# (iv) likelihood ratio method\n","\n","S0 = 120\n","K = 100\n","r = 0.05\n","d = 0\n","sigma = 0.2\n","T = 1\n","\n","num_steps = 100\n","num_paths = 17\n","\n","ST = GBM_fd(S0, r, d, sigma, T, num_steps, 2**num_paths, plot = False, seed = None)\n","xi = (np.log( ST / S0 ) - (r - 0.5 * sigma**2) * T) / (S0 * sigma**2 * T)\n","payoff = np.exp(-r * T) * np.maximum(ST - K,0) * xi\n","print('Analytical delta: ', greeks.delta('call'))\n","print('Likelihood ratio method delta: ' , monte_carlo(payoff))\n","print('abs Difference: ' , np.abs(greeks.delta('call') - monte_carlo(payoff)))"],"execution_count":19,"outputs":[{"output_type":"stream","text":["Analytical delta:  0.8964550230770805\n","Likelihood ratio method delta:  0.8933323733097936\n","abs Difference:  0.0031226497672868225\n"],"name":"stdout"}]}]}