{ "cells": [ { "cell_type": "markdown", "id": "587b4c73", "metadata": {}, "source": [ "# Multinomial Logistic Regression \n", "\n", "
\n", "\n", "```{image} images/island_mul_log_reg.png\n", ":class: bg-primary mb-1\n", ":width: 270px\n", ":align: center\n", "```\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "3ef08822", "metadata": {}, "source": [ "Imagine you visting a new island, where you and a team of social scientists are conducting research about the three different religions that are practiced there. Your team is interested in the relationship between the following variables:\n", "\n", " `income` - a continuous numerical variable, indicating the annual income, in 1000s, of each participant\n", "\n", "`religion` - a nominal categorical variable, indicating group membership to one of three religions (`Communionism`, `Symmetrianity` or `Lamothianism`)\n", "\n", "`biological_sex` - a binary nominal-categorical variable, indicating the the biological sex of each participant\n", "\n", "The data from a random sample of islanders is shown below:" ] }, { "cell_type": "code", "execution_count": 1, "id": "ab90f334", "metadata": { "lines_to_next_cell": 0 }, "outputs": [ { "data": { "text/html": [ "
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incomereligionsex
078Lamothianismfemale
132Communionismmale
255Communionismfemale
3186Lamothianismfemale
40Communionismmale
............
95107Symmetrianitymale
9629Symmetrianitymale
97102Lamothianismfemale
9822Symmetrianitymale
99107Lamothianismmale
\n", "

100 rows × 3 columns

\n", "
" ], "text/plain": [ " income religion sex\n", "0 78 Lamothianism female\n", "1 32 Communionism male\n", "2 55 Communionism female\n", "3 186 Lamothianism female\n", "4 0 Communionism male\n", ".. ... ... ...\n", "95 107 Symmetrianity male\n", "96 29 Symmetrianity male\n", "97 102 Lamothianism female\n", "98 22 Symmetrianity male\n", "99 107 Lamothianism male\n", "\n", "[100 rows x 3 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import statsmodels.formula.api as smf\n", "from mpl_toolkits.mplot3d import axes3d\n", "import islands_GLM\n", "from scipy.optimize import minimize\n", "\n", "# make plots look like R!\n", "islands_GLM.r_ify()\n", "\n", "# generate the data for this page\n", "df = islands_GLM.data_gen_multinomial()\n", "\n", "# show the data\n", "df" ] }, { "cell_type": "markdown", "id": "709bf69f", "metadata": {}, "source": [ "As with we've seen with the categorical variables we've dealt with previously, in order to include them in a regression model we need to dummy code them. For the binary categorical variable `biological_sex` we can use 0 and 1 as the dummy codes as previously. However, the variable `religion` has three (rather than two) categories into which observations can fall. It is a *multinomial* rather than binary variable, as it has more than two categories. Resultantly, we will need more than two values in order to dummy code it (we'll use `Communionism = 0`, `Symmetrianity = 1` and `Lamothianism = 2`). The code cell below adds some columns to the dataframe containing the dummy codes:" ] }, { "cell_type": "code", "execution_count": 2, "id": "53421bf3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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incomereligionsexreligion_dummysex_dummy
078Lamothianismfemale20
132Communionismmale01
255Communionismfemale00
3186Lamothianismfemale20
40Communionismmale01
..................
95107Symmetrianitymale11
9629Symmetrianitymale11
97102Lamothianismfemale20
9822Symmetrianitymale11
99107Lamothianismmale21
\n", "

100 rows × 5 columns

\n", "
" ], "text/plain": [ " income religion sex religion_dummy sex_dummy\n", "0 78 Lamothianism female 2 0\n", "1 32 Communionism male 0 1\n", "2 55 Communionism female 0 0\n", "3 186 Lamothianism female 2 0\n", "4 0 Communionism male 0 1\n", ".. ... ... ... ... ...\n", "95 107 Symmetrianity male 1 1\n", "96 29 Symmetrianity male 1 1\n", "97 102 Lamothianism female 2 0\n", "98 22 Symmetrianity male 1 1\n", "99 107 Lamothianism male 2 1\n", "\n", "[100 rows x 5 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# generate dummy variables\n", "df['religion_dummy'] = df['religion'].replace(['Communionism', 'Symmetrianity', 'Lamothianism'], [0, 1, 2])\n", "df['sex_dummy'] = df['sex'].replace(['female', 'male'], [0, 1])\n", "\n", "# show the data\n", "df" ] }, { "cell_type": "markdown", "id": "a71150d4", "metadata": {}, "source": [ "## Context\n", "\n", "We use multinomial logistic regression when we are predicting a categorical variable with several categories, such as `religion`. As with all generalized linear models, the predictor variables can be of any type (quantitative-continuous, quantitative-discrete, nominal-categorical, ordinal-categorical).\n", "\n", "Multinomial logistic regression fits a logistic curve for each outcome category, where each curve shows the predicted probability of an observation falling into that category, given the a set of predictor scores. The image below shows three logistic curves, hypothetically representing the probability of falling into one of three categories, for a given score on a predictor variable:" ] }, { "cell_type": "code", "execution_count": 3, "id": "0476bc27", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# this code generates the plot below\n", "islands_GLM.multinomial_illustration()" ] }, { "cell_type": "markdown", "id": "77d1833f", "metadata": {}, "source": [ "For any value of the predictor we could create a barplot depicting the predicted proportion/probability of scores in each category, for that value of the predictor. Around the middle of the predictor axis on the graph above, such a barplot might look like:\n", "\n", "![](images/multi_log_reg_bar.jpg)\n", "\n", "This barplot shows a trinomial distribution - it shows the predicted proportion of observations falling into each of the three categories, at a given level of the predictor (a trinomial distribution is a type of multinomial distribution). \n", "\n", "From the conditional distribution perspective, multinomial logistic regression works from by fitting a multinomial distribution for every value of the predictor, as shown in the image below:\n", "\n", "![](images/multi_log_reg_conditional.png)" ] }, { "cell_type": "markdown", "id": "cb53dd68", "metadata": {}, "source": [ "## Model\n", "\n", "As we've just seen, when predicting a multinomial outcome variable, we are interested in the probability of observations falling into one of three or more categories, based on the value of the predictor variable(s). We can denote the probability of each observation ($y_i$) falling into category $j$ as:\n", "\n", "$ \\large \\hat{P}_{(y_{i} = j)} = \\hat\\pi_{ji}$ \n", "\n", "We use one of the categories as a reference category (we do this because probabilities sum to 1, so if we have $c$ categories, we only need to predict probabilities for $c - 1$ categores. We can get the predcited probability for the remaining category by subtracting the other predicted probabilities from 1). The probability of each observation ($y_i$) falling into the reference category can be written as:\n", "\n", "$ \\large \\hat{P}_{(y_{i} = ref)} = \\hat\\pi_{\\text{(r)}i} $\n", "\n", "For every category ($j$) apart from the reference category, a separate linear prediction equation predicts the log of the ratio of the probability of falling into that category vs the reference category, for each observation. This is called the log relative risk:\n", "\n", "$ \\Large \\hat{y_{ji}} = ln\\left(\\frac{Pr(Y=j)}{Pr(Y=\\text{Reference})}\\right)_{i} = b_{0}^{j} + b_{1}^{j}x_{1i} + ... + b_{k}^{j}x_{ki} $\n", "\n", "So, each category apart from the reference category gets its own parameter estimates (intercept and slope(s)). Using the probability symbols from above, we can also write this as:\n", "\n", "$ \\large \\hat{y_{ji}} = ln \\left( \\frac{\\hat\\pi_{j}}{\\hat\\pi_{\\text{(r)}}} \\right)_i = b_{0}^{j} + b_{1}^{j}x_{1i} + ... + b_{k}^{j}x_{ki} $\n", "\n", "The individual predictions of an observation being in category $j$ ($\\hat{y_{j1}}$), for all $n$ observations, using $k$ variables as predictors are:\n", "\n", "$$ \\large \\hat{y_{j1}} = ln \\left( \\frac{\\hat\\pi_{j}}{\\hat\\pi_{\\text{(r)}}} \\right)_1 = b_{0}^{j} + b_{1}^{j}x_{1i} + ... + b_{k}^{j}x_{ki} $$\n", "\n", "$$ \\large \\hat{y_{j2}} = ln \\left( \\frac{\\hat\\pi_{j}}{\\hat\\pi_{\\text{(r)}}} \\right)_2 = b_{0}^{j} + b_{1}^{j}x_{1i} + ... + b_{k}^{j}x_{ki} $$\n", "\n", "$$ \\large \\hat{y_{j3}} = ln \\left( \\frac{\\hat\\pi_{j}}{\\hat\\pi_{\\text{(r)}}} \\right)_3 = b_{0}^{j} + b_{1}^{j}x_{1i} + ... + b_{k}^{j}x_{ki} $$\n", "\n", "$$ \\dots $$\n", "\n", "$$ \\large \\hat{y_{jn}} = ln \\left( \\frac{\\hat\\pi_{j}}{\\hat\\pi_{\\text{(r)}}} \\right)_n = b_{0}^{j} + b_{1}^{j}x_{1i} + ... + b_{k}^{j}x_{ki} $$\n", "\n", "...where there are $k$ predictor variables, and $n$ observations, and where:\n", "\n", "$\\hat{y_{ji}} $ : is the predicted log relative risk of falling into category $j$ for a given set of predictor scores, for the $i$th observation\n", "\n", "$b_0$ : is the intercept term, the predicted value of the outcome variable when all predictors equal 0\n", "\n", "$b_1$ : is the slope of the 1st predictor variable\n", "\n", "$x_{1i}$ : is the score on the the first predictor variable, for the $i$th observation\n", "\n", "$b_k$ : is the slope of the $k$th predictor variable\n", "\n", "$x_{ki}$ : is the score on the $k$th predictor variable, for the $i$th observation\n", "\n", "In matrix form, the model for each of the $j$ non-reference categories is:\n", "\n", "$$\n", "\\Large \\begin{bmatrix}\n", " {\\hat{y_{j1}} } \\\\\n", " {\\hat{y_{j2}} } \\\\\n", " {\\hat{y_{j3}} } \\\\\n", " \\vdots \\\\\n", " {\\hat{y_{jn}} }\n", " \\end{bmatrix} = \\begin{bmatrix}\n", " {ln \\left( \\frac{\\hat\\pi_{j}}{\\hat\\pi_{\\text{(r)}}} \\right)_1 } \\\\\n", " {ln \\left( \\frac{\\hat\\pi_{j}}{\\hat\\pi_{\\text{(r)}}} \\right)_2 } \\\\\n", " {ln \\left( \\frac{\\hat\\pi_{j}}{\\hat\\pi_{\\text{(r)}}} \\right)_3 } \\\\\n", " \\vdots \\\\\n", " {\\ln \\left( \\frac{\\hat\\pi_{j}}{\\hat\\pi_{\\text{(r)}}} \\right)_n}\n", " \\end{bmatrix} = \\begin{bmatrix}\n", " {1} & {x_{11}} & \\dots & {x_{k1}}\\\\ \n", " {1} & {x_{12}} & \\dots & {x_{k2}}\\\\ \n", " {1} & {x_{13}} & \\dots & {x_{k3}}\\\\ \n", " \\vdots & \\vdots & \\vdots & \\vdots\\\\\n", " {1} & {x_{1n}} & \\dots & {x_{kn}} \\\\ \n", " \\end{bmatrix} \\begin{bmatrix}\n", " {b^{j}_{0}} \\\\ \n", " \\vdots \\\\\n", " {b^{j}_{k}} \\\\ \n", " \\end{bmatrix} \n", "$$\n" ] }, { "cell_type": "markdown", "id": "cd79eb7c", "metadata": {}, "source": [ "## Parameter Estimation\n", "\n", "\n", "The predicted probability of falling into class $j$ for observation $i$ is given by:\n", "\n", "$ \\large \\hat\\pi_{ji} = \\frac{e^{\\hat{y_{ji}}}}{1 + e^{\\hat{y_{1}}} + ... e^{\\hat{y_{ji}}}} = \\frac{e^{\\hat{y_{ji}}}}{1 + \\sum{e^{\\hat{y_{ji}}}}} $\n", "\n", "And predicted probability of falling into reference category is given by:\n", "\n", "$ \\large \\hat\\pi_{\\text{(r)}i} = \\frac{1}{1 + \\sum{e^{\\hat{y_{ji}}}}} = 1 - \\sum \\hat\\pi_{ji} $\n", "\n", "As with binary logisitc regression, we us a set of indicator variables for each of the $j$ categories:\n", "\n", "$\\text{indicator}_{0} = \\begin{cases}\n", " \\text{0 if observation is NOT in outcome category 0}\\\\ \n", " \\text{1 if observation is in outcome category 0} \n", "\\end{cases}$\n", "\n", "$\\text{indicator}_{1} = \\begin{cases}\n", " \\text{0 if observation is NOT in outcome category 1}\\\\ \n", " \\text{1 if observation is in outcome category 1} \n", "\\end{cases}$\n", "\n", "$$ \\dots $$\n", "\n", "$\\text{indicator}_{j} = \\begin{cases}\n", " \\text{0 if observation is NOT in outcome category j}\\\\ \n", " \\text{1 if observation is in outcome category j} \n", "\\end{cases}$\n", "\n", "If an observation has a 0 for all the $j$ indicator variables, it is in the reference category.\n", "\n", "The model gets its parameters, by maximizing the likelilhood function:\n", "\n", "$ \\large \\prod\\limits_{i = 1}^{n} \\hat\\pi_{0i}^{\\text{indicator}_{0i}} \\hat\\pi_{1i}^{\\text{indicator}_{1i}} ...\\hat\\pi_{ji}^{\\text{indicator}_{ji}} $\n", "\n", "In practice, the parameter estimates are obtained by minimizing the negative log-likelihood function (much easier for a computer to work with!):\n", "\n", "$ \\large - \\sum\\limits_{i = 1}^{n} \\text{indicator}_{ji} * \\large[ \\hat{y_{ji}} - \\ln(1 + \\sum{e^{\\hat{y_{ji}}}} )\\large]$" ] }, { "cell_type": "markdown", "id": "453d63de", "metadata": {}, "source": [ "## Implementation\n", "\n", "Returning to the data from the island, your team want to fit a multinomial logistic regression model, predicting `religion` from `income`:" ] }, { "cell_type": "code", "execution_count": 4, "id": "1d3c73f3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# this code generates the plot below\n", "islands_GLM.relig_scatter(df)" ] }, { "cell_type": "markdown", "id": "828f3cb8", "metadata": {}, "source": [ "The python code below defines a function which implements the negative log-likelihood formula from above:" ] }, { "cell_type": "code", "execution_count": 5, "id": "d87159a2", "metadata": {}, "outputs": [], "source": [ "# the cost function for multinomial logistic regression\n", "def mnlogit_cost(intercept_and_slope, x, y):\n", "\n", " intercept_1, slope_1, intercept_2, slope_2, = intercept_and_slope\n", " \n", " predicted_log_rel_risk_1 = intercept_1 + slope_1 * x\n", " predicted_log_rel_risk_2 = intercept_2 + slope_2 * x\n", "\n", " y_dummies = pd.get_dummies(y)\n", " \n", " log_likelihood = np.sum(y_dummies[1].values * predicted_log_rel_risk_1 + y_dummies[2].values * predicted_log_rel_risk_2 - np.log(1 + np.exp(predicted_log_rel_risk_1) + np.exp(predicted_log_rel_risk_2)))\n", "\n", " return -log_likelihood" ] }, { "cell_type": "markdown", "id": "2c26b60e", "metadata": {}, "source": [ "The python cell below tests the the negative log likelihood function with the parameters: \n", "\n", "$b^{j}_0$ = 0.1\n", "\n", "$b^{j}_1$ = 0.1\n", "\n", "for the `religion ~ income` data:" ] }, { "cell_type": "code", "execution_count": 6, "id": "0174c035", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "383.65330980255266" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# testing the cost function with intercept = .1, slope = .1, for each linear prediction equation\n", "mnlogit_cost([.1,.1,.1,.1], df['income'], df['religion_dummy'])" ] }, { "cell_type": "markdown", "id": "ec059696", "metadata": {}, "source": [ "The cell below implements code which passes the negative log-likelihood function and some intitial guesses at the parameters, to the [minimize](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.minimize.html) function, from the [SciPy](https://scipy.org/) library.\n", "\n", "`mimimize` will try various sets of parameters until it finds the parameters which give the lowest value of the function:" ] }, { "cell_type": "code", "execution_count": 7, "id": "e7a9c6c3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1.3580911 , -0.02791203, -0.78305941, 0.00661693])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# finding the paramters which give the minimum value of the cost function\n", "minimize(mnlogit_cost, [1,1,1,1], args =(df['income'], df['religion_dummy']), tol = 1e-16).x" ] }, { "cell_type": "markdown", "id": "95fb8f23", "metadata": {}, "source": [ "We can see that these are the same parameter estimates obtained by fitting a multinomial logistic regression using the `statsmodels` library (the `statsmodels` parameter estimates are in the `coef` section of the regression table shown below):" ] }, { "cell_type": "code", "execution_count": 8, "id": "e4342ccf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.892573\n", " Iterations 8\n" ] }, { "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", "
MNLogit Regression Results
Dep. Variable: religion_dummy No. Observations: 100
Model: MNLogit Df Residuals: 96
Method: MLE Df Model: 2
Date: Thu, 04 Aug 2022 Pseudo R-squ.: 0.1872
Time: 11:57:10 Log-Likelihood: -89.257
converged: True LL-Null: -109.82
Covariance Type: nonrobust LLR p-value: 1.173e-09
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religion_dummy=1 coef std err z P>|z| [0.025 0.975]
Intercept 1.3581 0.439 3.096 0.002 0.498 2.218
income -0.0279 0.008 -3.417 0.001 -0.044 -0.012
religion_dummy=2 coef std err z P>|z| [0.025 0.975]
Intercept -0.7831 0.402 -1.950 0.051 -1.570 0.004
income 0.0066 0.003 2.362 0.018 0.001 0.012
" ], "text/plain": [ "\n", "\"\"\"\n", " MNLogit Regression Results \n", "==============================================================================\n", "Dep. Variable: religion_dummy No. Observations: 100\n", "Model: MNLogit Df Residuals: 96\n", "Method: MLE Df Model: 2\n", "Date: Thu, 04 Aug 2022 Pseudo R-squ.: 0.1872\n", "Time: 11:57:10 Log-Likelihood: -89.257\n", "converged: True LL-Null: -109.82\n", "Covariance Type: nonrobust LLR p-value: 1.173e-09\n", "====================================================================================\n", "religion_dummy=1 coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------------\n", "Intercept 1.3581 0.439 3.096 0.002 0.498 2.218\n", "income -0.0279 0.008 -3.417 0.001 -0.044 -0.012\n", "------------------------------------------------------------------------------------\n", "religion_dummy=2 coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------------\n", "Intercept -0.7831 0.402 -1.950 0.051 -1.570 0.004\n", "income 0.0066 0.003 2.362 0.018 0.001 0.012\n", "====================================================================================\n", "\"\"\"" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# fit a multinomial logistic regression using statsmodels\n", "mod = smf.mnlogit('religion_dummy ~ income', data = df).fit()\n", "\n", "# show the regression table\n", "mod.summary()" ] }, { "cell_type": "markdown", "id": "0533fff5", "metadata": {}, "source": [ "The graph below shows the predicted probabilities of falling into each category, as a function of income, using the predicted probabilities from the multinomial logisitc regression model we just fit:" ] }, { "cell_type": "code", "execution_count": 9, "id": "6b7f7b3e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# this code generates the plot below\n", "islands_GLM.scatter_prob_subplots(mod, df)" ] }, { "cell_type": "markdown", "id": "e3ccf5eb", "metadata": {}, "source": [ "## Interpretation (one predictor model)\n", "\n", "Note: the intercept and slope are shown under the `coef` heading in the regression table above, the associated $p$-values are shown under `P>|z|`.\n", "\n", "The coefficients tell us:\n", "\n", "$b^{j}_0$ : the intercept, the expected value of the log relative risk of being in category $j$ for an observation where the predictor equals 0.\n", "\n", "$b^{j}_1$: the predicted change in the the log relative risk of being in category $j$, for a 1-unit increase in the predictor.\n", "\n", "Each prediction from the model comes to us on the scale of the log relative risk. So for the $i$th observation, the predicted relative risk of falling into category $j$ is:\n", "\n", "$ \\large \\hat{y_{ji}} = ln \\left( \\frac{\\hat\\pi_{j}}{\\hat\\pi_{\\text{(r)}}} \\right)_i = b_{0}^{j} + b_{1}^{j}x_{1i} + ... + b_{k}^{j}x_{ki} $\n", "\n", "To get the predicted probabilities, for the $j$ categories, we use the conversion formula:\n", "\n", "$ \\large \\hat\\pi_{ji} = \\frac{e^{\\hat{y_{ji}}}}{1 + e^{\\hat{y_{1}}} + ... e^{\\hat{y_{ji}}}} = \\frac{e^{\\hat{y_{ji}}}}{1 + \\sum{e^{\\hat{y_{ji}}}}} $\n", "\n", "And for the predicted probability og the $i$th observation falling into the reference category:\n", "\n", "$ \\large \\hat\\pi_{\\text{(r)}i} = \\frac{1}{1 + \\sum{e^{\\hat{y_{ji}}}}} = 1 - \\sum \\hat\\pi_{ji} $" ] }, { "cell_type": "markdown", "id": "1ae898c0", "metadata": {}, "source": [ "## Multinomial Logistic Regression with multiple predictors\n", "\n", "In more than two dimensions - e.g. with more than one predictor - the multinomial logistic regression model fits several probability surfaces, one for each outcome cateogory, which show the predicted probability of category membership, given the predictor variables. (In higher dimensions, a manifold is fit).\n", "\n", "The graph below shows a multinomial logisitc regression model fit to an outcome with three cateogries, as a function of two continuous predictor variables. Each surface represents the probability of being in the associate category, for any pairing of predictor scores:" ] }, { "cell_type": "code", "execution_count": 10, "id": "4e1672da", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# show how multinomial logistic regression works in multiple dimensions~\n", "islands_GLM.three_D_model_plot_multinomial('income', 'sex_dummy', \n", " 'religion_dummy', 2.5185199239560534, -0.030011667415127917, -1.0302006835581514, -0.5366928830869722, 0.008857262577209785, -0.7421731046952662,\n", " df, legend_loc = (1,1), wireframe_only = True)" ] }, { "cell_type": "markdown", "id": "37d7fc99", "metadata": {}, "source": [ "Remember that the data collected on this island contained the following variables:\n", "\n", "`income`: a continuous numerical variable, indicating the annual income, in 1000s, of each participant\n", "\n", "`religion`: a nominal categorical variable, indicating group membership to one of three religions: `Communionism`, `Symmetrianity` or `Lamothianism`\n", "\n", "`biological_sex`: a binary nominal-categorical variable, indicating the the biological sex of each participant\n", "\n", "We'll now fit a multinomial logisitc regression model predicting `religion` from `income` and `biological_sex`. The model is `religion ~ income + biological_sex`.\n", "\n", "The dataframe is shown again below, it already contains a dummy variable for `biological_sex`:" ] }, { "cell_type": "code", "execution_count": 11, "id": "5ad68d13", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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incomereligionsexreligion_dummysex_dummy
078Lamothianismfemale20
132Communionismmale01
255Communionismfemale00
3186Lamothianismfemale20
40Communionismmale01
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95107Symmetrianitymale11
9629Symmetrianitymale11
97102Lamothianismfemale20
9822Symmetrianitymale11
99107Lamothianismmale21
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100 rows × 5 columns

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" ], "text/plain": [ " income religion sex religion_dummy sex_dummy\n", "0 78 Lamothianism female 2 0\n", "1 32 Communionism male 0 1\n", "2 55 Communionism female 0 0\n", "3 186 Lamothianism female 2 0\n", "4 0 Communionism male 0 1\n", ".. ... ... ... ... ...\n", "95 107 Symmetrianity male 1 1\n", "96 29 Symmetrianity male 1 1\n", "97 102 Lamothianism female 2 0\n", "98 22 Symmetrianity male 1 1\n", "99 107 Lamothianism male 2 1\n", "\n", "[100 rows x 5 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show the dataframe\n", "df" ] }, { "cell_type": "markdown", "id": "28a8d4d3", "metadata": {}, "source": [ "We'll use the `statsmodels` library to fit the new model `religion ~ income + biological_sex`:" ] }, { "cell_type": "code", "execution_count": 12, "id": "e91a825a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.856044\n", " Iterations 8\n" ] }, { "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", "
MNLogit Regression Results
Dep. Variable: religion_dummy No. Observations: 100
Model: MNLogit Df Residuals: 94
Method: MLE Df Model: 4
Date: Thu, 04 Aug 2022 Pseudo R-squ.: 0.2205
Time: 11:57:11 Log-Likelihood: -85.604
converged: True LL-Null: -109.82
Covariance Type: nonrobust LLR p-value: 7.666e-10
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religion_dummy=1 coef std err z P>|z| [0.025 0.975]
Intercept 0.2239 0.631 0.355 0.723 -1.012 1.460
income -0.0228 0.008 -2.809 0.005 -0.039 -0.007
sex_dummy 1.3944 0.613 2.275 0.023 0.193 2.596
religion_dummy=2 coef std err z P>|z| [0.025 0.975]
Intercept -0.6714 0.457 -1.469 0.142 -1.567 0.224
income 0.0065 0.003 2.317 0.021 0.001 0.012
sex_dummy -0.2678 0.533 -0.502 0.616 -1.313 0.778
" ], "text/plain": [ "\n", "\"\"\"\n", " MNLogit Regression Results \n", "==============================================================================\n", "Dep. Variable: religion_dummy No. Observations: 100\n", "Model: MNLogit Df Residuals: 94\n", "Method: MLE Df Model: 4\n", "Date: Thu, 04 Aug 2022 Pseudo R-squ.: 0.2205\n", "Time: 11:57:11 Log-Likelihood: -85.604\n", "converged: True LL-Null: -109.82\n", "Covariance Type: nonrobust LLR p-value: 7.666e-10\n", "====================================================================================\n", "religion_dummy=1 coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------------\n", "Intercept 0.2239 0.631 0.355 0.723 -1.012 1.460\n", "income -0.0228 0.008 -2.809 0.005 -0.039 -0.007\n", "sex_dummy 1.3944 0.613 2.275 0.023 0.193 2.596\n", "------------------------------------------------------------------------------------\n", "religion_dummy=2 coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------------\n", "Intercept -0.6714 0.457 -1.469 0.142 -1.567 0.224\n", "income 0.0065 0.003 2.317 0.021 0.001 0.012\n", "sex_dummy -0.2678 0.533 -0.502 0.616 -1.313 0.778\n", "====================================================================================\n", "\"\"\"" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# fit a multinomial logistic regression model using statsmodels\n", "mod = smf.mnlogit('religion_dummy ~ income + sex_dummy', data = df).fit()\n", "\n", "# show the regression table\n", "mod.summary()" ] }, { "cell_type": "markdown", "id": "8f0c6c3c", "metadata": {}, "source": [ "As with the other generalized linear models with have seen with two predictors, we can show the model in 3D dataspace. The graph below, on the left hand plot, shows the probability surfaces for each outcome category, derived from the model. The plot on the right shows the raw data:" ] }, { "cell_type": "code", "execution_count": 13, "id": "e76c72da", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# this code generates the plot below\n", "intercept_1, income_slope_1, biological_sex_dummy_slope_1 = mod.params[0][:]\n", "intercept_2, income_slope_2, biological_sex_dummy_slope_2 = mod.params[1][:]\n", "islands_GLM.three_D_model_plot_multinomial('income', 'sex_dummy', \n", " 'religion_dummy', intercept_1, income_slope_1, biological_sex_dummy_slope_1, intercept_2, income_slope_2, biological_sex_dummy_slope_2,\n", " df)" ] }, { "cell_type": "markdown", "id": "1989f6d0", "metadata": {}, "source": [ "## Interpretation (multiple predictors)\n", "\n", "Note: the intercept and slopes are shown under the `coef` heading in the regression table above, the associated $p$-values are shown under `P>|z|`.\n", "\n", "The intercept, for a given category, tells us the predicted log relative risk of being in that category, for an observation whose score on all other predictors was 0. The $p$-value for the intercept tells us how (un)likely it would be to obtain an intercpet of the value we obtained, if randomly sampling from a population where the true intercept was 0.\n", "\n", "The slope, for a given category, of each predictor tells us the predicted difference in log relative risk of being in that category between scores for two hypothetical observations which differed *only* by a one unit score in that predictor, controlling for the other variables in the model. The $p$-values for each predictor tell us how (un)likely it would be, under repeated random sampling, to observe a slope of the size we observed if the population slope was zero." ] }, { "cell_type": "markdown", "id": "69529744", "metadata": {}, "source": [ "## Statistical interaction in Multinomial Logistic Regression\n", "\n", "The definition of statistical interaction is: the influence of a predictor on the outcome variable depends on the value of some other predictor(s).\n", "\n", "If we fit an interaction term in a multinomial logistic regression model, then this allows each logistic regression probability surfaces to 'bend', so that the effect of one predictor depends on the value of the other predictor. The graph below shows this for one logistic probability surface:" ] }, { "cell_type": "code", "execution_count": 14, "id": "67c3e7db", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# this code generates the plot below\n", "islands_GLM.three_D_logistic_plot(interaction = True)" ] }, { "cell_type": "markdown", "id": "6b082d6f", "metadata": {}, "source": [ "That's it for multinomial logistic regression (for now). You can visit another page/island via the links in the table of contents, and at the bottom of this page..." ] }, { "attachments": {}, "cell_type": "markdown", "id": "a10440b5", "metadata": {}, "source": [ "***\n", "By [Peter Rush](99_about_the_author.ipynb) " ] } ], "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": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }