{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Kelly criterion in continuous time\n", "\n", "In this notebook we will see an introduction for the Kelly criterion in continuous time and it's uses for the stock market.\n", "\n", "The notebook is divided in 4 sections:\n", "\n", "1. **Introduction to the Kelly criterion in continuous time.**\n", "2. **One example with one security, we will use the S&P 500.**\n", "3. **One example with multiple securities.**\n", "4. **Discussion, problems and further analysis.**\n", "\n", "## 1. Introduction to Kelly criterion in continuous time\n", "\n", "There have been many papers and books written about the Kelly criteria and its characteristics. Here, I will just focus on some of the main relevant aspects for the Kelly criterion in continuous time. This notebook's aim is to serve as a starting point to understand and apply the Kelly criterion in the stock market. Personally, I find the Kelly criterion fascinating for it's simplicity, elegance and utility.\n", "\n", "We saw in a previous [post](https://blog.karanchawla.me/posts/2020-10-18/the-kelly-criterion) some of it's main characteristics for both discrete and continuous variables. \n", "\n", "### Background\n", "\n", "\n", "The Kelly criterion is a very usefull method for determining the betting size or the investment allocation in a security and it has being used for many succesfuls investors in history, such as [Edward O. Thorp](https://en.wikipedia.org/wiki/Edward_O._Thorp) and [Bill Gross](https://en.wikipedia.org/wiki/Bill_H._Gross).\n", "\n", "One of the first problems invented in history related with bet sizing was the [St. Petersburg paradox](https://en.wikipedia.org/wiki/St._Petersburg_paradox), invented by Nicolas Bernoulli in 1713 who later discovered the solution. This problem tries to find out the betting size for an infinite expected payoff. \n", "\n", "The Kelly criterion was first described by [Jhon Kelly](https://en.wikipedia.org/wiki/John_Larry_Kelly_Jr.), in 1956, in his paper [_A New Interpretation of Information Rate_](http://ieeexplore.ieee.org/document/6771227/). J. Kelly got his idea from his collegue [Shannon](https://en.wikipedia.org/wiki/Claude_Shannon), also known as the father of information theory. In his book [_“Fortune’s Formula: The Untold Story of the Scientific Betting System That Beat the Casinos and Wall Street”_](https://books.google.co.uk/books/about/Fortune_s_Formula.html?id=ywLao52cY08C&redir_esc=y) William Poundstone tells how both Shannon and the mathematician Edward Thorp used the Kelly criterion to win in the casinos and in the stock market. \n", "\n", "### Continuous variables\n", "\n", "\n", "\"*The Kelly criterion maximizes the expected value of the logarithm of wealth period by period.*\" And it can be used in any scenario where there is a probability of return/payoff for a given investment/bet. \n", "\n", "\n", "### Solving the problem\n", "\n", "There are various ways to get the optimal allocation, here we will use the technique that Thorp uses in [_“The Kelly Criterion in Blackjack, Sports Betting, and the Stock Market“_](https://www.researchgate.net/publication/247922818_The_Kelly_Criterion_in_Blackjack_Sports_Betting_and_the_Stock_Market).\n", "\n", "\n", "Let's suppose that we have a random variable $X$ representing some assets returns with $E(X)=m$ and $Var(X)=s^2$ following a Bernoulli with probability:\n", "\n", "\\begin{equation}\n", "P\\left(X = m + s\\right) = P\\left(X = m - s\\right) = 0.5\n", "\\end{equation}\n", "\n", "Having an initial capital of $V_0$, a given allocation $f$ and a risk-free return (for example, treasury bills) $r$ we have:\n", "\n", "\\begin{equation}\n", "V(f) = V_0\\left(1 + (1 - f)r + fX \\right)\n", "\\end{equation}\n", "\n", "Or what is the same:\n", "\n", "\\begin{equation}\n", "V(f) = V_0\\left(1 + r + f(X - r) \\right)\n", "\\end{equation}\n", "\n", "If we calculate the expected logarithm returns of $V(f)/V_0$ then:\n", "\n", "\\begin{equation}\n", "g(f) = E\\left[\\log(\\frac{V(f)}{V_0})) = 0.5 \\log\\left(1 + r + f(m - r + s)\\right) + 0.5 \\log(1 + r + f(m - r - s)\\right]\n", "\\end{equation}\n", "\n", "If we separate the time interval into $n$ equal independent steps and keeping the constant the same total $m$ and variance $s^2$ so $(\\frac{\\mu}{n}, \\frac{\\sigma^2}{n})$, we get:\n", "\n", "\\begin{equation}\n", "P\\left(X_i = \\frac{m}{n} + \\frac{\\sigma}{\\sqrt{n}}\\right) = P\\left(X_i = \\frac{m}{n} - \\frac{\\sigma}{\\sqrt{n}}\\right) = 0.5\n", "\\end{equation}\n", "\n", "So:\n", "\n", "\\begin{equation}\n", "\\frac{V_n(f)}{V_0} = \\prod_{i=1}^n\\left(1 + \\frac{r}{n} + f(X_i - \\frac{m}{n})\\right)\n", "\\end{equation}\n", "\n", "The interesting part is that the limit $V_\\infty (f)$ of $V_n(f)$ when $n \\to \\infty$ corresponds to a lognormal diffusion proccess. Taking logarithms of the expected returns we have:\n", "\n", "\\begin{equation}\n", "E[\\log(\\frac{V_n(f)}{V_0})] = nE\\left[\\log(1 + \\frac{r}{n} + f(X_i - \\frac{m}{n}))\\right]\n", "\\end{equation}\n", "\n", "Now, we can do a small trick to expand the series.\n", "\n", "We know that when $n \\to \\infty$:\n", "\n", "\\begin{equation}\n", "\\log(1 + z) = z - \\frac{z^2}{2} + \\frac{z^3}{3} + ... + \\frac{z^n}{n} \n", "\\end{equation}\n", "\n", "Since $z$ is equal to:\n", "\n", "\\begin{equation}\n", "z = \\frac{r}{n} + f(\\frac{m}{n} + \\frac{U_s}{n} - \\frac{r}{n})\n", "\\end{equation}\n", "\n", "$z^2$ will be \n", "\n", "\\begin{equation}\n", "z^2 = \\frac{r^2}{n^2} + f^2(\\frac{m}{n} + \\frac{U_s}{n} - \\frac{r}{n})^2 + 2\\frac{r}{n}f(\\frac{m}{n} + \\frac{U_s}{n} - \\frac{r}{n})\n", "\\end{equation}\n", "\n", "Since we are not interested in smaller terms than $O(\\frac{1}{\\sqrt{n}n})$ from $z^2$ we will only use $\\frac{f^2U^2s^2}{2n}$, so:\n", "\n", "\\begin{equation}\n", "\\frac{g(f)}{n} = E\\left[\\frac{r}{n} + f(\\frac{m}{n} + \\frac{U_s}{n} - \\frac{r}{n}) + \\frac{f^2U^2s^2}{2n} + O(\\frac{1}{n\\sqrt{n}})\\right]\n", "\\end{equation}\n", "\n", "\n", "\n", "We know that $U = \\pm 1$ is a symmetric Bernoulli with $E[U]=0$ amd $E[U^2]=1$ so finally we have our equation of wealth:\n", "\n", "\\begin{equation}\n", "g(f) = r + f(m - r) + \\frac{f^2s^2}{2} + O(\\frac{1}{n\\sqrt{n}})\n", "\\end{equation}\n", "\n", "As $n \\to \\infty$ we will only have:\n", "\n", "\\begin{equation}\n", "g(f) = r + f(m - r) + \\frac{f^2s^2}{2}\n", "\\end{equation}\n", "\n", "If we maximize $g(f)$ we have that:\n", "\n", "\\begin{equation}\n", "f^* = \\frac{m - r}{s^2}\n", "\\end{equation}\n", "\n", "\n", "This may seem familiar, since is similar to the well known [sharpe ratio](https://en.wikipedia.org/wiki/Sharpe_ratio), but instead of dividing by the standard deviation we divide by the variance. \n", "\n", "So, to resume, the value $f^*$ will be the fraction of our money that we should invest in a specific security in order to maximize our expected returns.\n", "\n", "Note that, if $m > r + s^2$ (this is $f^* > 1$) then you will have to leverage. When $m < r + s^2$ we will invest $1 - f^*$ in Treasury Bills. For our study we will asumme that if $f^*<0$ we will invest all in Treasury Bills.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What if we have a portfolio of securities?\n", "\n", "Note that, until now we have just talked about one security, but it can be extendend to multiple assets. For this case, there is a fraction invested in each security such that:\n", "\n", "\\begin{equation}\n", "f_0 + ... + f_n = 1\n", "\\end{equation}\n", "\n", "So the optimal fraction invested in each security is determined by:\n", "\n", "\\begin{equation}\n", "F^* = C^{-1}(M - R)\n", "\\end{equation}\n", "\n", "Where $C^{-1}$ is the covariance matrix. Note that, if the securities are uncorrelated then:\n", "\n", "\\begin{equation}\n", "f_i^* = \\frac{m_i - r}{s_i^2}\n", "\\end{equation}\n", "\n", "Which is the same as the previous solution when we had just one security." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from utils import (\n", " get_kelly, filter_leverage, get_cumulative_returns, backtest\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prior problems\n", "\n", "One of the main problems is that neither $m$ nor $s^2$ are known, so we will have to approximate.\n", "\n", "To do so, I have selected the expanding mean and variance as the best estimators for $m$ and $s^2$ respectively." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Assumptions\n", "\n", "For simplicity, in our example we are going to assume the following: \n", "\n", "1. We live in a perfect world without comissions, transactions costs and taxes.\n", "\n", "2. We cannot short sell.\n", "\n", "3. Our trades don't alter the market (maybe Soros wouldn't agree with this idea)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Example with one security (S&P 500)\n", "\n", "For the example with one security we will use the S&P5 00 and compare results obtained using the Kelly criterion with the benchmark (equivalent to a constant $f=1$)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "sp500 = pd.read_csv('sp500.csv', index_col='date', sep=\";\")\n", "\n", "returns_sp500 = sp500['sp500'].pct_change()\n", "shift_returns_sp500 = returns_sp500.shift(-1)\n", "\n", "expanding_kelly = get_kelly(returns_sp500)\n", "\n", "parameters_df = pd.DataFrame()\n", "parameters_df['kelly'] = expanding_kelly\n", "parameters_df['Next day return'] = shift_returns_sp500\n", "parameters_df['mean'] = returns_sp500.expanding(400).mean() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see in the left graph the optimal $f^*$ has changed during time. Note that sometimes, mostly at the begining, reaches values greater than 4. Which means that we would need to leverage x4! This can be really risky and is a problem that has already being discussed in other [studies](https://www.stat.berkeley.edu/~aldous/157/Papers/Good_Bad_Kelly.pdf)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the right graph we can see the \"*predictive power*\". As we can see greater Kelly values do not imply greater returns in the following day." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Kelly optimal $f^*$ prediction capacity')" ] }, "metadata": {}, "execution_count": 3 }, { "output_type": "display_data", "data": { "text/plain": "
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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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}, "metadata": { "needs_background": "light" } } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(15, 4))\n", "\n", "expanding_kelly.plot(ax=ax[0])\n", "ax[0].set_ylabel('$f^*$ values');\n", "ax[0].set_title('Kelly optimal $f^*$ evolution');\n", "\n", "parameters_df.plot.scatter(\n", " x='kelly', y='Next day return', c='mean', colormap='viridis', ax=ax[1],\n", ")\n", "ax[1].set_title('Kelly optimal $f^*$ prediction capacity')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Taking into account that some allocations (with a leverage > $x5$) can be excesively risky, we will obtain different Kelly results setting different maximum leverages (1, 2, 3, 4, 5). Reducing the actual Kelly value also known as *Fractional Kelly* it's used in some cases since it has some benefitis, such as reduce losses or risks, see [here](https://www.researchgate.net/publication/247922818_The_Kelly_Criterion_in_Blackjack_Sports_Betting_and_the_Stock_Market).\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [], "source": [ "all_returns_df = pd.DataFrame()\n", "\n", "# set the leverages for 1 to 5\n", "leverages = range(1, 6)\n", "\n", "# returns starting in the first day available\n", "first_date = expanding_kelly.index[0]\n", "shift_returns_sp500 = shift_returns_sp500[first_date:]\n", "\n", "for leverage in leverages:\n", " filter_kelly = filter_leverage(expanding_kelly, leverage)\n", " \n", " name = 'max_leverage_' + str(leverage) \n", " all_returns_df[name] = shift_returns_sp500 * filter_kelly\n", " \n", "all_returns_df['SP500'] = shift_returns_sp500" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, when we set the maximum leverage to 1, the kelly returns are equal to the benchmark returns. On the other hand, with greater leverages you obtain greater and more volatile results up to the point where you reach a maximum leverage of $x5$ and you even loose money!" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "cum_returns = get_cumulative_returns(all_returns_df)\n", "\n", "cum_returns.plot(figsize=(15, 7))\n", "plt.title('cumulative returns');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Example with multiple securities\n", "\n", "In this section we are going to see an example of the Kelly criterion with a portfolio of securities. To do so, I have arbitratily selected 15 US equities. \n", "\n", "\n", "The first thing we will need to do is to study their correlations, since the way we calculate the optimal fraction invested in each security variates depending on this assumption." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "companies_df = pd.read_csv('stocks.csv', index_col='date', sep=';')\n", "returns_df = companies_df.pct_change()\n", "shift_returns = returns_df.shift(-1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 7 }, { "output_type": "display_data", "data": { "text/plain": "
", "image/svg+xml": "\n\n\n\n \n \n \n \n 2020-10-19T11:51:22.330600\n image/svg+xml\n \n \n Matplotlib v3.3.0, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "plt.figure(figsize=(10, 8))\n", "sns.heatmap(returns_df.corr(), cmap=\"RdBu_r\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well... we see some correlations, none of them greater than 0.5. Nevertheless, it is great enough to think that maybe we should calculate the optimal Kelly with both assumptions.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to limit the maximum leverage $\\alpha$, so that $f_1^* + ... + f_15^* > \\alpha$ we will do the following:\n", "\n", "\\begin{equation}\n", "f_i^{**} = \\alpha \\frac{f_i^*}{\\sum_{i=1}^{15}f_i^*}\n", "\\end{equation}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Correlated and uncorrelated\n", "\n", "If we assume that the securities are correlated, then we will need to divide the vector of return excesses by the covariance matrix.\n", "\n", "\n", "On the other hand, if we assume that the securities are not correlated, then the optimal allocation is the same that for one asset allocation." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# f* values for correlated securities\n", "opt_correlated_kelly = get_kelly(returns_df, correlation=True)\n", "\n", "# f* values for uncorrelated securities\n", "opt_uncorrelated_kelly = get_kelly(returns_df, correlation=False)\n", "\n", "# set parameters for the backtest\n", "leverages = range(1, 6)\n", "start_date = opt_correlated_kelly.index[0]\n", "shift_returns = shift_returns[start_date:]\n", "\n", "# make the backtest\n", "total_returns_corr = backtest(opt_correlated_kelly, shift_returns, leverages)\n", "total_returns_uncorr = backtest(opt_uncorrelated_kelly, shift_returns, leverages)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furthermore, we will need compare our results with a *benchmark*. We will use two ways of selecting a benchmark:\n", "\n", "\n", "1. We assume that our money is divided in equally weighted parts and don't touch we them again. For example if we have 1500€ we will invest 100€ in each security and leave it there.\n", "\n", "\n", "2. We assume that everyday we reinvest all our money in equally weighted parts for all the securities. In this case, you would constantly update the weights, so that all the securities have always the same amount of money." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "n_companies = len(shift_returns.columns)\n", "\n", "# invest once and don't touch it again\n", "cum_returns_ew = get_cumulative_returns(shift_returns)\n", "cum_returns_ew = cum_returns_ew / n_companies\n", "invest_once_equally_weight = cum_returns_ew.sum(axis=1)\n", "\n", "# reinvest every day\n", "total_returns_corr['reinvest_equally_weight'] = shift_returns.sum(axis=1) / n_companies\n", "total_returns_uncorr['reinvest_equally_weight'] = shift_returns.sum(axis=1) / n_companies\n", "\n", "# cumulative returns for correlated securities\n", "cum_returns_corr = get_cumulative_returns(total_returns_corr)\n", "cum_returns_corr['invest_once_equally_weight'] = invest_once_equally_weight\n", "\n", "# cumulative returns for uncorrelated securities\n", "cum_returns_uncorr = get_cumulative_returns(total_returns_uncorr)\n", "cum_returns_uncorr['invest_once_equally_weight'] = invest_once_equally_weight" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next graph we can see the evolution of the Kelly criterion for each security in the portfolio. Again, we can see some values greater than 4 and lower than 0. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/svg+xml": "\n\n\n\n \n \n \n \n 2020-10-19T11:51:36.761366\n image/svg+xml\n \n \n Matplotlib v3.3.0, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "fig, ax = plt.subplots(nrows=2, figsize=(15, 10), sharex=True)\n", "\n", "opt_correlated_kelly.plot(ax=ax[0])\n", "ax[0].set_title('$f^*$ evolution for correlated securities');\n", "ax[0].set_ylabel('Kelly');\n", "ax[0].legend([]);\n", "\n", "opt_uncorrelated_kelly.plot(ax=ax[1])\n", "ax[1].set_title('$f^*$ evolution for uncorrelated securities');\n", "ax[1].set_ylabel('Kelly');\n", "ax[1].legend([]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will do the same, leverage from x1 to x5. Note that now we can short sell as well. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/svg+xml": "\n\n\n\n \n \n \n \n 2020-10-19T11:51:38.507137\n image/svg+xml\n \n \n Matplotlib v3.3.0, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "fig, ax = plt.subplots(nrows=2, figsize=(15, 10), sharex=True)\n", "\n", "cum_returns_corr.plot(ax=ax[0])\n", "ax[0].set_title('cumulative returns correlated securities');\n", "\n", "cum_returns_uncorr.plot(ax=ax[1])\n", "ax[1].set_title('cumulative returns uncorrelated securites');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Key points from the notebook\n", "\n", "\n", "1. It is really interesting to see the efect of reducing the amount of leverage possible. In most of the cases leverage greater than 5 has end up in losses. \n", "\n", "\n", "2. On the other hand, a maximum leverage of 1, even though it doesn't get the best results in terms of cumulative returns, has lower volatility than the rest with consistent returns.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Discusison, problems and further analysis.\n", "\n", "We have made a small review of the Kelly criterion for continuous variables. However, there are many questions and further analyses to be made in order to improve our understanding of the optimal allocation in the stock market. Some of them are:\n", "\n", "- To solve the problem of high values of Kelly, which leads to riskier positions, we have limited the amount of possible leverage, although we could have done other things, such as reducing the Kelly value by multiplying by a constant $C$ such that $0 < C < 1$.\n", "\n", "\n", "- Financial series are, of course, not stationary. This can lead to some problems when estimating $m$ and $s^2$. We have decided to estimate these parameters with the expanding mean and variance, but we could try to do it rolling or even try to predict the future variance or returns with a model.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "> Thorp, E. O. (2011). 'The Kelly criterion in blackjack sports betting, and the stock market. In The Kelly Capital Growth Investment Criterion: Theory and Practice' (pp. 789-832).\n", "\n", "\n", "\n", "> MacLean, L. C., Thorp, E. O., & Ziemba, W. T. (2010). Good and bad properties of the Kelly criterion. Risk, 20(2), 1.\n", "\n", "\n", "\n", "> Khanna, N. (2016). The Kelly Criterion and the Stock Market.\n", "\n", "\n", "\n", "> Browne, S., & Whitt, W. (1996). Portfolio choice and the Bayesian Kelly criterion. Advances in Applied Probability, 1145-1176.\n", "\n", "\n", "\n", "> Davis, M., & Lleo, S. (2013). Fractional Kelly strategies in continuous time: Recent developments. In Handbook of the Fundamentals of Financial Decision Making: Part II (pp. 753-787)." ] } ], "metadata": { "kernelspec": { "name": "Python 3.8.6 64-bit", "display_name": "Python 3.8.6 64-bit", "metadata": { "interpreter": { "hash": "1ee38ef4a5a9feb55287fd749643f13d043cb0a7addaab2a9c224cbe137c0062" } } }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6-final" } }, "nbformat": 4, "nbformat_minor": 4 }