{ "cells": [ { "cell_type": "markdown", "id": "9c79834c", "metadata": {}, "source": [ "# Bivariate Copulas \n", "\n", "## General Introduction to Copulas\n", "\n", "A copula is a method used to describe the dependence structure between several random variables, which have been widely used in research fields, such as finance and hydrology. While some other multivariate distributions, for instance a multivariate normal, allows only for a symmetric dependence structure with univariate and multivariate marginal distributions also being normal, copulas can model the joint distribution of multiple random variables separately from their marginal distributions.\n", "\n", "The Copula is a multivariate distribution with all univariate margins being uniform on $[0,1]$ (Joe, 2014). Sklar's Theorem states that any multivariate joint distribution function can be decomposed into marginal distributions and a copula function that describes the dependence structure between the variables (Sklar, 1959).\n", "\n", "**Sklar's Theorem:** Let $F$ be the joint distribution function of a multivariate random vector $(X_1, X_2, \\ldots, X_n)$, with marginal distribution functions $F_1, F_2, \\ldots, F_n$ for each variable. Then, there exists a copula function $C: [0,1]^n \\rightarrow [0,1]$ such that for all $(x_1, x_2, \\ldots, x_n)$ in the support of $F$, we have:\n", "\n", "$$\n", "F(x_1, x_2, \\ldots, x_n) = C(F_1(x_1), F_2(x_2), \\ldots, F_n(x_n)), \\quad \\mathbf{x}\\in R^n\n", "\\tag{1}\n", "$$\n", "\n", "In this tutorial we will further explain bivariate copulas with the use of an example dataset \n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "29080d38", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from vinecopulas.marginals import *\n", "from vinecopulas.bivariate import *\n", "from matplotlib import cm" ] }, { "cell_type": "markdown", "id": "842a5eb2", "metadata": {}, "source": [ "## Data\n", "\n", "The data used as an example is the Abalone dataset from the [UCI database](http://archive.ics.uci.edu/ml/datasets/Abalone) and has also been showcased in a chapter on vine copula based modelling by Czado and Nagler (2021). The data set contains measurements on diameter, length, and several types of weight (whole, shucked, viscera and shell) of abalones, a type of marine snail. For this example, only data on the female snails are included and are loaded in below." ] }, { "cell_type": "code", "execution_count": 2, "id": "82151e8d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
wholeshuckvisshelldiameterlengthrings
00.67700.25650.14150.210.4200.5309
10.77750.23700.14150.330.4150.53020
20.76800.29400.14950.260.4250.54516
30.89450.31450.15100.320.4400.55019
40.60650.19400.14750.210.3800.52514
\n", "
" ], "text/plain": [ " whole shuck vis shell diameter length rings\n", "0 0.6770 0.2565 0.1415 0.21 0.420 0.530 9\n", "1 0.7775 0.2370 0.1415 0.33 0.415 0.530 20\n", "2 0.7680 0.2940 0.1495 0.26 0.425 0.545 16\n", "3 0.8945 0.3145 0.1510 0.32 0.440 0.550 19\n", "4 0.6065 0.1940 0.1475 0.21 0.380 0.525 14" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datapath = 'https://raw.githubusercontent.com/VU-IVM/vinecopula/develop/doc/sample_data.csv'\n", "df = pd.read_csv(datapath)\n", "df.head()" ] }, { "cell_type": "markdown", "id": "b5959037", "metadata": {}, "source": [ "Here, we will only fit a bivariate copula to two variables, whole and shuck, which have been visualized in the following scatter plot" ] }, { "cell_type": "code", "execution_count": 3, "id": "eaa5faed", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Shuck')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(df.whole, df.shuck) #scatter plot\n", "plt.xlabel('Whole')\n", "plt.ylabel('Shuck')" ] }, { "cell_type": "markdown", "id": "a614b0d1", "metadata": {}, "source": [ "## Probability Integral Transform with Empirical CDF\n", "\n", "In order to fit a copula to the data, the data has to be transformed into uniform margins. They can be obtained via the Probability Integral Transform (PIT). The probability integral transform states that if $X$ is a continuous random variable with cumulative distribution function $F_x(x)$, then the random variable $\\mathbf{u} = F_x(x)$ has a uniform distribution on the interval $(0, 1)$.\n", "\n", "The cumulative distribution function $F_X(x)$ of a random variable $X$ is defined as the probability that $X$ will have a value less than or equal to $x$, expressed mathematically as:\n", " $$\n", " F_X(x) = P(X \\leq x) \\tag{2}\n", " $$\n", " Where:\n", "\n", " - $F_X(x)$ is the function of $X$.\n", " - $X$ is a real-valued variable.\n", " - $P$ denotes the probability.\n", " \n", "Therefore, if $x_i$ is a very low value in $X$, its corresponding value in $\\mathbf{u}$, $u_i$, will be close to 0, while a relatively high value in $X$ would result in a value close to 1 in $\\mathbf{u}$.\n", "\n", "Here we show an example using the empirical CDF (ECDF) which is the same as computing normalized ranks. The transformed data is called pseudo data. An example with a fitted parametric distribution is shown later. \n", "\n", "\n", "***\n", "\n", "**Algorithm 1**: Computing normalized ranks\n", "\n", "***\n", "\n", "**Input:** variable $\\mathbf{x}$ with $n$ samples, where $\\mathbf{x} = \\{x_1, x_2, \\ldots, x_n\\}$.\n", "\n", "**output:** The ECDF values $\\mathbf{u} = \\{u_1, u_2, \\ldots, u_n\\}$ represent the uniformly distributed pseudo data on corresponding to $\\mathbf{x}$.\n", "\n", "1. Rank the data from 1 to $n$, where the lowest value is assigned a rank of 1, the second lowest a rank of 2, and so on, until the highest value is assigned a rank of $n$.Denote the ranks as $R = \\{r_1, r_2, \\ldots, r_n\\}$, where $r_i$ represents the rank of $x_i$.\n", "\n", "2. For each sample $x_i$ in the dataset compute the normalized rank $u_i$ using the formula:\n", " $$\n", " u_i = \\frac{{r_i}}{{n}} \\tag{3}\n", " $$\n", " \n" ] }, { "cell_type": "code", "execution_count": 4, "id": "6d3fd69d", "metadata": {}, "outputs": [], "source": [ "x = np.array(df)\n", "u = pseudodata(x[:,:2]) # computes the pseudodata\n", "u1 = u[:,0]\n", "u2 = u[:,1]" ] }, { "cell_type": "markdown", "id": "778ba820", "metadata": {}, "source": [ "## Fitting a Copula\n", "\n", "Once the data has been transformed, a copula can be fit to it. The following table shows the available copula types and their ID. The ID is used as an input parameter to the fitting function to indicate which copula needs to be fitted.\n", "\n", "**Table 1**\n", "\n", "\n", "| **ID** | **Copula** | $\\mathbf{C(u_1, u_2)}$ | **Parameters** |\n", "|---|---|---|---|\n", "| 1 | Gaussian | $\\Phi_{\\theta}(\\Phi^{-1}(u_1),\\Phi^{-1}(u_2))$ | $\\theta \\in [-1, 1]$ |\n", "| 2 | Gumbel | $\\exp \\!\\left[-\\left((-\\log(u_1))^{\\theta }+(-\\log(u_2))^{\\theta }\\right)^{1/\\theta }\\right]$ | $\\theta \\in [1, \\infty)$ |\n", "| 3 | Gumbel 90 degrees | $u_2 - \\exp \\!\\left[-\\left((-\\log(1-u_1))^{\\theta }+(-\\log(u_2))^{\\theta }\\right)^{1/\\theta }\\right]$ | $\\theta \\in [1, \\infty)$ |\n", "| 4 | Gumbel 180 degrees | $u_1 + u_2 - 1 + \\exp \\!\\left[-\\left((-\\log(1-u_1))^{\\theta }+(-\\log(1-u_2))^{\\theta }\\right)^{1/\\theta }\\right]$ | $\\theta \\in [1, \\infty)$ |\n", "| 5 | Gumbel 270 degrees | $u_2 - \\exp \\!\\left[-\\left((-\\log(u_1))^{\\theta }+(-\\log(1- u_2))^{\\theta }\\right)^{1/\\theta }\\right]$ | $\\theta \\in [1, \\infty)$ |\n", "| 6 | Clayton | $\\left[\\max \\left\\{u_1^{-\\theta }+u_2^{-\\theta }-1;0\\right\\}\\right]^{-1/\\theta}$ | $\\theta \\in [-1,\\infty) \\setminus \\{0\\}$ |\n", "| 7 | Clayton 90 degrees | $u_2 - \\left[\\max \\left\\{(1-u_1)^{-\\theta }+u_2^{-\\theta }-1;0\\right\\}\\right]^{-1/\\theta}$ | $\\theta \\in [-1,\\infty) \\setminus \\{0\\}$ |\n", "| 8 | Clayton 180 degrees | $u_1 + u_2 - 1 + \\left[\\max \\left\\{(1-u_1)^{-\\theta }+(1-u_2)^{-\\theta }-1;0\\right\\}\\right]^{-1/\\theta}$ | $\\theta \\in [-1,\\infty) \\setminus \\{0\\}$ |\n", "| 9 | Clayton 270 degrees | $u_2 - \\left[\\max \\left\\{u_1^{-\\theta }+(1-u_2)^{-\\theta }-1;0\\right\\}\\right]^{-1/\\theta}$ | $\\theta \\in [-1,\\infty) \\setminus \\{0\\}$ |\n", "| 10 | Frank | $-{\\frac {1}{\\theta }}\\log \\!\\left[1+{\\frac {(\\exp(-\\theta u)-1)(\\exp(-\\theta v)-1)}{\\exp(-\\theta )-1}}\\right]$ | $\\theta \\in \\mathbb{R} \\setminus \\{0\\}$ |\n", "| 11 | Joe | ${1-\\left[(1-u_1)^{\\theta }+(1-u_2)^{\\theta }-(1-u_1)^{\\theta }(1-u_2)^{\\theta }\\right]^{1/\\theta }}$ | $\\theta \\in [1, \\infty)$ |\n", "| 12 | Joe 90 degrees | ${u_2 - (1-\\left[(u_1)^{\\theta }+(1-u_2)^{\\theta }-(u_1)^{\\theta }(1-u_2)^{\\theta }\\right]^{1/\\theta }})$ | $\\theta \\in [1, \\infty)$ |\n", "| 13 | Joe 180 degrees | ${u_1 + u_2 -\\left[(u_1)^{\\theta }+(u_2)^{\\theta }-(u_1)^{\\theta }(u_2)^{\\theta }\\right]^{1/\\theta }})$ | $\\theta \\in [1, \\infty)$ |\n", "| 14 | Joe 270 degrees | ${u-1 - (1-\\left[(1-u_1)^{\\theta }+(u_2)^{\\theta }-(1-u_1)^{\\theta }(u_2)^{\\theta }\\right]^{1/\\theta }})$ | $\\theta \\in [1, \\infty)$ |\n", "| 15 | Student | $T_{\\theta_2} \\left( T_{\\theta_2}^{-1}(u_1), T_{\\theta_2}^{-1}(u_2); \\theta_1 \\right)$ | $\\theta_1 \\in [-1, 1] \\text{ and } \\theta_2 \\in [0, \\infty)$ |\n", "\n", "Where:\n", "\n", "- $\\Phi_{\\theta}$ is the bivariate standard normal cumulative distribution function with correlation parameter $\\theta$.\n", "- $\\Phi^{-1}$ is the inverse of the univariate standard normal cumulative distribution function.\n", "- $T_{\\theta_2}$ is the bivariate cumulative distribution function (CDF) of the Student's t distribution with $\\theta_2$ degrees of freedom and correlation parameter $\\theta_1$.\n", "- $T_{\\theta_2}^{-1}$ is the inverse univariate CDF of the Student's t distribution with $\\theta_2$ degrees of freedom.\n", "\n", "When fitting a copula to data, the parameters of the selected copula family are estimated. The estimation method depends on the copula family.\n", "\n", "In this example we will use the `bestcop` function to estimate the copula that fits the data best using all copulas in Table 1. However, also a selection of copulas can be provided if the user is not interested in fitting all. The goodness of fit is measured using the Akaike Information Criterion (AIC)\n", "\n", "The formula for the AIC is:\n", "\n", "$$ \n", "\\text{AIC} = -2 \\ell + 2D \\tag{4}\n", "$$\n", "\n", "Where:\n", "\n", "- $\\ell$ is the log-likelihood with parameters $\\theta$ and observed data $x_1, x_2$, is given by:\n", "\n", "\n", "$$ \n", "\\ell(u_1, u_2 | \\theta) = \\sum_{i=1}^{n} \\log(c(u_1, u_2 | \\theta)) \\tag{5}\n", "$$\n", "\n", "- $D$ is the number of parameters estimated in the model.\n", "\n", "The `bestcop` function returns the copula with the lowest AIC, which in the case below is a Survival Gumbel.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "9d7001a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Gumbel180'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cops = list(range(1,16)) #all copulas\n", "cop, par, AIC = bestcop(cops, u) #fit best copula\n", "copulas[cop] #best copula" ] }, { "cell_type": "markdown", "id": "4a0ebd1e", "metadata": {}, "source": [ "## Rotations\n", "Several Copulas can be rotated clockwise by 90, 180 and 270 degrees, such that: \n", "\n", "- $C_{90}(u_1, u_2) = u_2 - C(1 - u_1, u_2)$\n", " \n", "- $C_{180}(u_1, u_2) = u_1 + u_2 - 1 + C(1 - u_1, 1 - u_2)$\n", "\n", "- $C_{270}(u_1, u_2) = u_1 - C(u_1, 1 - u_2)$: \n", "\n", " (Klein et al., 2020)\n", "## Cumulative Distribution Function (CDF)\n", "\n", "Once we have found a copula that fits the data well, we can calculate its CDF as stated in (1) ($C(u_1, u_2$)) using the `CDF` function" ] }, { "cell_type": "code", "execution_count": 6, "id": "5c5462d1", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y = CDF(cop, u, par) #CDF\n", "U1, U2 = np.meshgrid(u1, u2)\n", "x1 = 1 - np.arange(0,1,0.01)\n", "y1 = 1 - np.arange(0,1,0.01)\n", "X,Y = np.meshgrid(x1,y1)\n", "z = CDF(cop, np.vstack((X.flatten(), Y.flatten())).T, par)\n", "Z = np.resize(z,X.shape)\n", "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", "surf = ax.plot_surface(X, Y, Z, cmap=cm.coolwarm, rstride=10, cstride=10, linewidth=1)\n", "ax.set_xlabel('$u_1$')\n", "ax.set_ylabel('$u_2$')\n", "ax.set_zlabel('CDF', rotation=90)\n", "ax.zaxis.labelpad=-0.7 \n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5970ca48", "metadata": {}, "source": [ "\n", "\n", "## Probability Density Function (PDF)\n", "\n", "The PDF of a copula, denoted as $c(u_1, u_2, \\ldots, u_n)$, describes the density of probability at a particular point in the joint distribution space defined by the copula. It quantifies the likelihood of observing a specific combination of quantiles for the variables.\n", "\n", "\n", "The relationship between the CDF and the PDF of a copula the same as the relationship between the CDF and the PDF of a univariate continuous random variable. Specifically, the PDF is the derivative of the CDF (Czado & Nagler, 2021).\n", "\n", " If $C(u_1, u_2)$ is the copula CDF, then the copula PDF $c(u_1, u_2)$ is given by taking the partial derivatives of the copula CDF with respect to each of its variables:\n", " $$c(u_1, u_2) = \\frac{\\partial C(u_1, u_2) }{\\partial u_1 \\partial u_2} \\tag{6}$$\n", "\n", "\n", "To compute the PDF we can use the `PDF` function" ] }, { "cell_type": "code", "execution_count": 7, "id": "4f2445ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[6.43481561 0.86226783 5.68367378 ... 3.69354582 4.7430459 1.65446006]\n" ] } ], "source": [ "p = PDF(cop, u, par) #PDF\n", "print(p)" ] }, { "cell_type": "markdown", "id": "cdd1f016", "metadata": {}, "source": [ "## Conditional Cumulative Distribution Function (h-function)\n", "\n", "The conditional CDF, also referred to as the h-function, is the conditional probability distribution of one variable given a known value of the other variable (Aas et al. 2007). The h-function is defined as the partial derivative of the copula CDF, $C(u_1, u_2)$, with respect to the conditioning variable:\n", "\n", "\n", "$$\n", "h(u_1, u_2) = P(U_1≤u_1|U_2=u_2) = {C_{1|2}(u_1,u_2)} = \\frac{\\partial C(u_1, u_2 )}{\\partial u_2} \\tag{7}\n", "$$\n", "\n", "\n", "\n", "In our example we have to variables, Whole and Shuck. If the pseudo data of Whole is $u_1$ and the speudo data of Shuck is $u_2$ and we want to calculate the h-function of Whole with respect to Shuck, ${C_{1|2}(u_1,u_2)}$, the partial derivative is used with respect to $u_2$ as in (7). The h-function can be calculated using the `hfunc` function as follows:\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "cf27c410", "metadata": {}, "outputs": [], "source": [ "#h-functions\n", "v2 = hfunc(cop, u1, u2, par, un = 1) #conditional CDF of Shuck (u2) given Whole (u1)\n", "v1 = hfunc(cop, u1, u2, par, un = 2) #conditional CDF of Whole (u1) given Shuck (u2)" ] }, { "cell_type": "markdown", "id": "1296f135", "metadata": {}, "source": [ "## Inverse Conditional Cumulative Distribution Function (inverse h-function)\n", "\n", "The inverse h-functions computes the reverse of the h-function. For example, if $v_2 = {C_{1|2}(u_1,u_2)}$ then ${C_{1|2}^{-1}(u_1,v_2)} = u_2$. To showcase this we can use the `hfuncinverse` function with the previously calculated $v_2$ and $u_1$ to obtain $u_2$. In the figure below it is clear that ${C_{1|2}^{-1}(u_1,v_2)} = u_2$\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "bc4a606a", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "u2_2 = hfuncinverse(cop, u1, v2, par, un = 1)\n", "plt.scatter(u2,u2_2)\n", "plt.xlabel('$u_2$')\n", "plt.ylabel('${C_{1|2}^{-1}(u_1,v_2)}$')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ca68056f", "metadata": {}, "source": [ "## Generating Random Samples from a Copula\n", "\n", "Random samples from a fitted copula can be generated using the conditional CDF previously described. The general algorithm to do so is rather simple and intuitive.\n", "\n", "***\n", "\n", "**Algorithm 2**: Generating random samples from a copula based on the conditional CDF\n", "\n", "***\n", "\n", "**Input**: The copula parameters $\\theta$, and the number of samples $n$\n", "\n", "**Output**: Random Samples $(\\mathbf{u_1},\\mathbf{u_2})$ of length $n$ from the copula with parameter $\\theta$\n", "\n", "1. Draw two independent uniform random variates $(\\mathbf{u_1} ,\\mathbf{v_1})$ of length $n$\n", "2. Set $\\mathbf{u_2} = {C_{1|2}^{-1}(\\mathbf{u_1} ,\\mathbf{v_1})}$\n", "\n", "***\n", "\n", "However, depending on the definition of the copula, a more efficient simulation methods can be available. For example for the Gaussian copula random samples can be generated by first obtaining a set of correlated normally distributed variates $v_1$ and $v_2$ using Choleski’s decomposition, and then transforming these to uniform variables $u_1 = \\Phi(v_1)$ and $u_2 = \\Phi(v_2)$, where $\\Phi$ is the standard multivariate normal.\n", "\n", "Random samples can be generated using the `random` function, as illustrated below:" ] }, { "cell_type": "code", "execution_count": 10, "id": "71c624b3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#generate random samples\n", "n = len(u)\n", "ur = random(cop, par, n)\n", "plt.scatter(u1,u2, label = 'Data')\n", "plt.scatter(ur[:,0], ur[:,1], alpha = 0.5, label = 'Random')\n", "plt.xlabel('$u_1$')\n", "plt.ylabel('$u_2$')\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "32c5884f", "metadata": {}, "source": [ "## Generating Conditional Random Samples from a Copula\n", "\n", "Using a copula, it is also possible to generate random samples of one variable given a fixed variable of another. This can be achieved by following the same steps that are used in Algorithm 2, however, instead of using a random univariate for $\\mathbf{u_1}$, a known value of $\\mathbf{u_1}$ can be used, such that $\\mathbf{u_2} = {C_{2|1}^{-1}(\\mathbf{u_1} ,\\mathbf{v_2})}$ for specific $\\mathbf{u_1}$ values. Likewise conditional values of $\\mathbf{u_1}$ can generated with known values of $\\mathbf{u_2}$ and a random independent uniform variate $\\mathbf{v_1}$ , such that $\\mathbf{u_1} = {C_{1|2}^{-1}(\\mathbf{v_1}, \\mathbf{u_2})}$. \n", "\n", "To generate conditional random samples the `randomconditional` function can be used, as showcased below:" ] }, { "cell_type": "code", "execution_count": 11, "id": "1132b480", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#generate conditional samples\n", "n = 100 # number of samples\n", "ui1 = 0.3 # conditional value of u1\n", "uii2 = randomconditional(cop, ui1, par, n, un = 1) # conditional samples of u2 based on u1\n", "ui2 = 0.8 # conditional value of u1\n", "uii1 = randomconditional(cop, ui2, par, n, un = 2)# conditional samples of u1 based on u2\n", "plt.scatter(u1,u2, label = 'Data')\n", "plt.scatter(ur[:,0], ur[:,1], alpha = 0.5, label = 'Random')\n", "plt.scatter(np.full(shape = n, fill_value = ui1), uii2, alpha = 0.5, label = 'Random conditional: $u_1$ = 0.3')\n", "plt.scatter( uii1,np.full(shape = n, fill_value = ui2), alpha = 0.5, label = 'Random conditional: $u_2$ = 0.8')\n", "plt.xlabel('$u_1$')\n", "plt.ylabel('$u_2$')\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "eecfc408", "metadata": {}, "source": [ "## Probability Integral Transform with Fitted CDF\n", "\n", "As mentioned previously, the data can be transformed into uniformly distributed marginals via the PIT by using the ECDF (explained above) or by using an estimated parametric CDF. \n", "\n", "To estimate different CDFs and to find the best fitting CDF for each variable the `best_fit_distribution` function can be used.\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "2aeb3aff", "metadata": {}, "outputs": [], "source": [ "#Fit marginal distributions\n", "x1dist = best_fit_distribution(x[:,0]) # best fit distribution for Whole\n", "x2dist = best_fit_distribution(x[:,1]) # best fit distribution for Shuck" ] }, { "cell_type": "markdown", "id": "86f343be", "metadata": {}, "source": [ "Once the best fit distribution has been determined, the CDF can be calculated using the statistical function provided in `scipy.stats`" ] }, { "cell_type": "code", "execution_count": 13, "id": "d6e80b17", "metadata": {}, "outputs": [], "source": [ "u = x[:,:2].copy()\n", "u[:,0] = x1dist[0].cdf(u[:,0] , *x1dist[1]) # CDF of Whole\n", "u[:,1] = x2dist[0].cdf(u[:,1] , *x2dist[1]) # CDF of Shuck" ] }, { "cell_type": "markdown", "id": "5e34c1ea", "metadata": {}, "source": [ "## Inverse transformation\n", "\n", "In order to transform the simulated uniform data points to resemble the original data we can apply the inverse CDF to the pseudo data: $F_{x}^{-1}(\\mathbf{u})$. This can be achieved by using the previously fitted distribution and the `pff` function (Percent point function) of `scipy.stats`. \n" ] }, { "cell_type": "code", "execution_count": 14, "id": "1dbfa313", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x1i = x1dist[0].ppf(ur[:,0] , *x1dist[1]) # calculat the ppf of the previously generated random samples of u1\n", "x2i = x2dist[0].ppf(ur[:,1] , *x2dist[1]) # calculat the ppf of the previously generated random samples of u2\n", "plt.scatter(x[:,0],x[:,1], label = 'Data')\n", "plt.scatter(x1i,x2i, alpha = 0.5, label = 'Random')\n", "plt.xlabel('Whole')\n", "plt.ylabel('Shuck')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4e823238", "metadata": {}, "source": [ "## Discrete Variables\n", "\n", "While copulas are more commonly used for continuous data, they can also be a useful tool to model discrete data. However, if the probability integral transfer method is used directly on discrete data with a discrete distribution, such that $\\mathbf{u} = F_x(\\mathbf{x})$, $\\mathbf{u}$ would not be uniform. Therefore, additional steps are required to uniform marginals for discrete data. Hence, the following distributional transform can be used (Mitskopoulos et al., 2022):\n", "\n", "$$\n", "u = F_x−(x) + V(F_x(x) − (F_x−(x))\n", "\\tag{8}\n", "$$\n", "\n", "where:\n", "\n", "- $F_x−(x) = P(X < x)$\n", "- $F_x(x) = Pr(X <= x)$,\n", "- $V$ is a random variable uniformly distributed on [0,1] independent of $X$.\n", "\n", "To showcase this distribution transform, the _rings_ variable from the Abalone dataset will be used as a discrete variable, and a copula will be fitted between the _shell_ and _rings_ variable. A discrete distribution will be fit to the _rings_ data using the `best_fit_distributiondiscrete` function. The distributional transform described in (8) can be applied using the `pseudodiscr` function. The _shell_ data can be transformed using the regular PIT method, after which a copula can be fit between the continuous and discrete variable, as showcased below.\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "fe577ca3", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.vstack((np.array(df.shell), np.array(df.rings))).T #shell and rings data\n", "xshelldist = best_fit_distribution(x[:,0]) #best fit distribution of the shell data\n", "xringsdist = best_fit_distributiondiscrete(x[:,1]) #best fit distribution of the rings data\n", "\n", "xcdf = xringsdist[0].cdf(x[:,1] , *xringsdist[1]) #cdf of the rings data\n", "xpmf = xringsdist[0].pmf(x[:,1] , *xringsdist[1]) #pmf of the rings data\n", "\n", "\n", "u = x.copy()\n", "u[:,0] = xshelldist[0].cdf(u[:,0] , *xshelldist[1]) #Probability Integral Transform of shell data\n", "u[:,1] = pseudodiscr(xcdf, xpmf) # distribution transform of rings data\n", "u1 = u[:,0]\n", "u2 = u[:,1]\n", "\n", "cop, par, AIC = bestcop(cops, u) #fit best copula\n", "copulas[cop] #best copula\n", "\n", "u1 = u[:,0]\n", "u2 = u[:,1]\n", "n = len(u)\n", "ur = random(cop, par, n) #generate random samples\n", "\n", "\n", "x1i = xshelldist[0].ppf(ur[:,0] , *xshelldist[1]) # calculate the ppf of the previously generated random samples of u1\n", "x2i = xringsdist[0].ppf(ur[:,1] , * xringsdist[1]) # calculate the ppf of the previously generated random samples of u2\n", "\n", "# Create subplots\n", "fig, axs = plt.subplots(1, 2, figsize=(12, 6))\n", "axs[0].scatter(u1, u2, label='Data')\n", "axs[0].scatter(ur[:, 0], ur[:, 1], alpha=0.5, label='Random')\n", "axs[0].set_xlabel('$u_1$')\n", "axs[0].set_ylabel('$u_2$')\n", "axs[1].scatter(x[:, 0], x[:, 1])\n", "axs[1].scatter(x1i, x2i, alpha=0.5)\n", "axs[1].set_xlabel('Shell')\n", "axs[1].set_ylabel('Rings')\n", "fig.legend(loc='upper center', bbox_to_anchor=(0.5, 1.08), ncol=2, fontsize=15)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "9c9a4890", "metadata": {}, "source": [ "## References\n", "\n", "Czado, C., & Nagler, T. (2021). Vine Copula Based Modeling. Annual Review of Statistics and Its Application, 9, 453–477. https://doi.org/10.1146/annurev-statistics-040220-101153\n", "\n", "Joe, H. (2014). Dependence Modeling with Copulas (1st ed.). Chapman and Hall/CRC. https://doi.org/https://doi.org/10.1201/b17116\n", "\n", "Klein, N., Kneib, T., Marra, G., & Radice, R. (2020). Bayesian mixed binary-continuous copula regression with an application to childhood undernutrition. In Flexible Bayesian Regression Modelling (pp. 121–152). Elsevier. https://doi.org/10.1016/B978-0-12-815862-3.00011-1\n", "\n", "Mitskopoulos, L., Amvrosiadis, T., & Onken, A. (2022). Mixed vine copula flows for flexible modeling of neural dependencies. Frontiers in Neuroscience, 16. https://doi.org/10.3389/fnins.2022.910122\n", "\n", "Sklar, M. (1959). Fonctions de repartition an dimensions et leurs marges. Publ. Inst. Statist. Univ. Paris, 8, 229–231.\n", "\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }