{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(binimial-reg-notebook)=\n",
"# Regressione binomiale"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Questo capitolo è dedicato alla regressione binomiale, un tipo specifico di analisi che viene utilizzata quando si hanno molteplici proporzioni di successi su $n$ prove."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preparazione del Notebook"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/corrado/opt/anaconda3/envs/pymc_env/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import arviz as az\n",
"import pymc as pm\n",
"import pymc.sampling_jax\n",
"import bambi as bmb\n",
"from scipy.special import expit\n",
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\", category=UserWarning)\n",
"warnings.filterwarnings(\"ignore\", category=FutureWarning)\n",
"warnings.filterwarnings(\"ignore\", category=Warning)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%config InlineBackend.figure_format = 'retina'\n",
"RANDOM_SEED = 42\n",
"rng = np.random.default_rng(RANDOM_SEED)\n",
"az.style.use(\"arviz-darkgrid\")\n",
"sns.set_theme(palette=\"colorblind\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Regressione Binomiale\n",
"\n",
"Nel contesto della regressione binomiale, ci occupiamo di dati espressi attraverso frequenze multiple, come \"3 successi su 7 tentativi\". Il modello per questo tipo di regressione è definito come:\n",
"\n",
"$$\n",
"y_i \\sim \\text{Binomiale}(n, p_i)\n",
"$$\n",
"\n",
"dove:\n",
"- $ y_i $: indica il numero di successi;\n",
"- $ n $: rappresenta il numero totale di tentativi;\n",
"- $ p_i $: denota la probabilità di successo per l'i-esima osservazione.\n",
"\n",
"L'obiettivo principale è di formulare una strategia per stimare i valori di $ p_i $ impiegando le variabili indipendenti a nostra disposizione. Questo obiettivo può essere raggiunto attraverso l'equazione:\n",
"\n",
"$$\n",
"p_i = \\text{InverseLogit}(\\beta_0 + \\beta_1 \\cdot x_i)\n",
"$$\n",
"\n",
"In questa formula:\n",
"- $ \\beta_0 $ e $ \\beta_1 $ sono i parametri che intendiamo stimare;\n",
"- $ x_i $ rappresenta la variabile indipendente o predittore;\n",
"- La funzione $\\textit{InverseLogit}$, anche conosciuta come funzione logistica inversa, è definita come $\\text{InverseLogit}(x) = \\frac{1}{1 + e^{-x}}$, ed è utilizzata per trasformare un valore $x$, che può assumere qualsiasi valore reale, in un valore compreso tra 0 e 1, rendendolo interpretabile come una probabilità.\n",
"\n",
"Proseguendo con un approccio bayesiano, è necessario integrare ulteriormente le credenze priori relative ai parametri $ \\beta $ al fine di adattare il modello basandosi sui dati osservati."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Un esempio concreto\n",
"\n",
"Seguiamo il tutorial fornito sul sito ufficiale di PyMC e generiamo dei dati sintetici."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"image/png": {
"height": 464,
"width": 696
}
},
"output_type": "display_data"
}
],
"source": [
"# Grafico del modello lineare sottostante\n",
"plt.figure()\n",
"\n",
"plt.subplot(2, 1, 1)\n",
"plt.plot(x, mu_true, label=r\"$\\beta_0 + \\beta_1 \\cdot x_i$\")\n",
"plt.xlabel(\"$x$\")\n",
"plt.ylabel(r\"$\\beta_0 + \\beta_1 \\cdot x_i$\")\n",
"plt.title(\"Modello lineare sottostante\")\n",
"plt.legend()\n",
"\n",
"# Grafico della Regressione Binomiale\n",
"plt.subplot(2, 1, 2)\n",
"plt.plot(x, p_true, label=r\"$g^{-1}(\\beta_0 + \\beta_1 \\cdot x_i)$\", color=\"b\")\n",
"plt.ylabel(\"Proporzione di successi\", color=\"b\")\n",
"plt.tick_params(axis=\"y\", labelcolor=\"b\")\n",
"plt.xlabel(\"$x$\")\n",
"plt.title(\"Regressione Binomiale\")\n",
"\n",
"# get y-axes to line up\n",
"y_buffer = 1\n",
"\n",
"# Secondo asse y per il numero di successi\n",
"plt2 = plt.twinx()\n",
"plt2.scatter(x, y, color=\"k\")\n",
"plt2.set_ylabel(\"Numero di successi\")\n",
"plt2.set_ylim([-y_buffer, n + y_buffer])\n",
"\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il pannello superiore mostra il modello lineare nella sua forma non trasformata. Come si può osservare, questo modello lineare genera valori che escono dall'intervallo [0, 1], sottolineando quindi la necessità di una funzione di collegamento inversa. Questa funzione ha il compito di mappare i valori dal dominio dei numeri reali all'intervallo [0, 1]. Come abbiamo visto, questa trasformazione è realizzata mediante la funzione logistica inversa, anche conosciuta come funzione sigmoide logistica.\n",
"\n",
"## PyMC"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Iniziamo definendo un dizionario chiamato `coords` che sarà utilizzato nel modello PyMC. Nel contesto di PyMC, `coords` viene utilizzato per definire un \"spazio di coordinate\" per il modello, che è un modo per tenere traccia delle dimensioni dei dati. In pratica, permette di associare nomi umanamente leggibili alle dimensioni dell'array di dati. Dopo aver definito il dizionario `coords`, quando vengono definite le variabili aleatorie e deterministe nel modello, è possibile fare riferimento alle chiavi in `coords` per specificare le dimensioni delle variabili."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'observation': array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n",
" 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])}\n"
]
}
],
"source": [
"coords = {\"observation\": data.index.values}\n",
"print(coords)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Procediamo ora con la definizione del modello di regressione binomiale tramite l'uso di PyMC."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model(coords=coords) as binomial_regression_model:\n",
" x = pm.ConstantData(\"x\", data[\"x\"], dims=\"observation\")\n",
" # priors\n",
" beta0 = pm.Normal(\"beta0\", mu=0, sigma=1)\n",
" beta1 = pm.Normal(\"beta1\", sigma=1)\n",
" # linear model\n",
" mu = beta0 + beta1 * x\n",
" p = pm.Deterministic(\"p\", pm.math.invlogit(mu), dims=\"observation\")\n",
" # likelihood\n",
" pm.Binomial(\"y\", n=n, p=p, observed=data[\"y\"], dims=\"observation\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ecco un'analisi passo per passo di ciascuna parte del modello:\n",
"\n",
"```python\n",
"with pm.Model(coords=coords) as binomial_regression_model:\n",
"```\n",
"Qui stiamo iniziando a definire il nostro modello PyMC, specificando che le coordinate del nostro modello saranno basate sulle coordinate che abbiamo definito in precedenza.\n",
"\n",
"```python\n",
" x = pm.ConstantData(\"x\", data[\"x\"], dims=\"observation\")\n",
"```\n",
"In questa riga, stiamo definendo una variabile `x` che conterrà i dati osservati per la variabile indipendente, presi dalla colonna \"x\" del dataframe di dati.\n",
"\n",
"```python\n",
" # priors\n",
" beta0 = pm.Normal(\"beta0\", mu=0, sigma=1)\n",
" beta1 = pm.Normal(\"beta1\", mu=0, sigma=1)\n",
"```\n",
"Qui stiamo definendo le distribuzioni priori per i nostri parametri di regressione, $\\beta_0$ e $\\beta_1$. Entrambi sono definiti come distribuzioni normali con una media ($\\mu$) di 0 e una deviazione standard ($\\sigma$) di 1.\n",
"\n",
"```python\n",
" # linear model\n",
" mu = beta0 + beta1 * x\n",
"```\n",
"Questa è la parte centrale del nostro modello di regressione, dove definiamo la relazione lineare tra la variabile dipendente e la variabile indipendente, usando i parametri di regressione che stiamo cercando di stimare.\n",
"\n",
"```python\n",
" p = pm.Deterministic(\"p\", pm.math.invlogit(mu), dims=\"observation\")\n",
"```\n",
"Qui stiamo trasformando il modello lineare in una probabilità $ p $, usando la funzione logistica inversa (o invlogit) per garantire che i valori stimati siano compresi tra 0 e 1.\n",
"\n",
"```python\n",
" # likelihood\n",
" pm.Binomial(\"y\", n=n, p=p, observed=data[\"y\"], dims=\"observation\")\n",
"```\n",
"Infine, definiamo la funzione di verosimiglianza del modello come una distribuzione binomiale. La variabile dipendente $ y $ (i dati osservati) segue una distribuzione binomiale con $ n $ tentativi e una probabilità di successo $ p $ che è definita dal modello di regressione.\n",
"\n",
"Generiamo il DAG del modello."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.model_to_graphviz(binomial_regression_model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Eseguiamo il campionamento."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"tags": [
"hide-output"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Compiling...\n",
"Compilation time = 0:00:28.625693\n",
"Sampling...\n",
"Compiling.. : 0%| | 0/2000 [00:00, ?it/s]\n",
"\u001b[A\n",
"\u001b[A\n",
"\n",
"\u001b[A\u001b[A\n",
"\n",
"Running chain 0: 0%| | 0/2000 [00:01, ?it/s]\n",
"\u001b[A\n",
"\n",
"Running chain 0: 100%|██████████| 2000/2000 [00:01<00:00, 1295.77it/s]\n",
"Running chain 1: 100%|██████████| 2000/2000 [00:01<00:00, 1296.80it/s]\n",
"Running chain 2: 100%|██████████| 2000/2000 [00:01<00:00, 1298.33it/s]\n",
"Running chain 3: 100%|██████████| 2000/2000 [00:01<00:00, 1299.75it/s]\n",
"Sampling time = 0:00:03.454833\n",
"Transforming variables...\n",
"Transformation time = 0:00:00.105577\n",
"Computing Log Likelihood...\n",
"Log Likelihood time = 0:00:00.179604\n"
]
}
],
"source": [
"with binomial_regression_model:\n",
" idata = pm.sampling_jax.sample_numpyro_nuts(idata_kwargs={\"log_likelihood\": True})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"L'argomento `idata_kwargs={\"log_likelihood\": True}` indica che desideriamo che il logaritmo della funzione di verosimiglianza (log-likelihood) sia calcolato e salvato insieme ai risultati del campionamento. Il log-likelihood è una misura di quanto bene il tuo modello spiega i dati osservati, e viene usato per la diagnostica del modello e per il confronto tra diversi modelli. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Esaminiamo le distribuzioni a posteriori dei parametri."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
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"text/plain": [
"
"
]
},
"metadata": {
"image/png": {
"height": 385,
"width": 1183
}
},
"output_type": "display_data"
}
],
"source": [
"axes = az.plot_trace(idata, combined=True, kind=\"rank_bars\", var_names=[\"beta0\", \"beta1\"])\n",
"\n",
"# Aggiungi una linea verticale per beta0_true al pannello della densità del kernel per beta0\n",
"axes[0][0].axvline(beta0_true, color='r', linestyle='--', label='beta0_true')\n",
"axes[0][0].legend()\n",
"\n",
"# Aggiungi una linea verticale per beta1_true al pannello della densità del kernel per beta1\n",
"axes[1][0].axvline(beta1_true, color='r', linestyle='--', label='beta1_true')\n",
"axes[1][0].legend()\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
mean
\n",
"
sd
\n",
"
hdi_3%
\n",
"
hdi_97%
\n",
"
mcse_mean
\n",
"
mcse_sd
\n",
"
ess_bulk
\n",
"
ess_tail
\n",
"
r_hat
\n",
"
\n",
" \n",
" \n",
"
\n",
"
beta0
\n",
"
0.789
\n",
"
0.145
\n",
"
0.513
\n",
"
1.056
\n",
"
0.003
\n",
"
0.002
\n",
"
2723.0
\n",
"
2610.0
\n",
"
1.0
\n",
"
\n",
"
\n",
"
beta1
\n",
"
0.359
\n",
"
0.031
\n",
"
0.299
\n",
"
0.415
\n",
"
0.001
\n",
"
0.000
\n",
"
2521.0
\n",
"
2432.0
\n",
"
1.0
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n",
"beta0 0.789 0.145 0.513 1.056 0.003 0.002 2723.0 2610.0 \n",
"beta1 0.359 0.031 0.299 0.415 0.001 0.000 2521.0 2432.0 \n",
"\n",
" r_hat \n",
"beta0 1.0 \n",
"beta1 1.0 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"az.summary(idata, var_names=[\"beta0\", \"beta1\"])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 383,
"width": 1184
}
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 2, figsize=(12, 4), gridspec_kw={\"width_ratios\": [2, 1]})\n",
"\n",
"# Data space plot ========================================================\n",
"az.plot_hdi(\n",
" data[\"x\"],\n",
" idata.posterior.p,\n",
" hdi_prob=0.95,\n",
" fill_kwargs={\"alpha\": 0.25, \"linewidth\": 0},\n",
" ax=ax[0],\n",
" color=\"C1\",\n",
")\n",
"# posterior mean\n",
"post_mean = idata.posterior.p.mean((\"chain\", \"draw\"))\n",
"ax[0].plot(data[\"x\"], post_mean, label=\"posterior mean\", color=\"C1\")\n",
"# plot truth\n",
"ax[0].plot(data[\"x\"], p_true, \"--\", label=\"true\", color=\"C2\")\n",
"# formatting\n",
"ax[0].set(xlabel=\"x\", title=\"Data space\")\n",
"ax[0].set_ylabel(\"proportion successes\", color=\"C1\")\n",
"ax[0].tick_params(axis=\"y\", labelcolor=\"C1\")\n",
"ax[0].legend()\n",
"# instantiate a second axes that shares the same x-axis\n",
"freq = ax[0].twinx()\n",
"freq.set_ylabel(\"number of successes\")\n",
"freq.scatter(data[\"x\"], data[\"y\"], color=\"k\", label=\"data\")\n",
"# get y-axes to line up\n",
"y_buffer = 1\n",
"freq.set(ylim=[-y_buffer, n + y_buffer])\n",
"ax[0].set(ylim=[-(y_buffer / n), 1 + (y_buffer / n)])\n",
"freq.grid(None)\n",
"# set both y-axis to have 5 ticks\n",
"ax[0].set(yticks=np.linspace(0, 20, 5) / n)\n",
"freq.set(yticks=np.linspace(0, 20, 5))\n",
"\n",
"# Parameter space plot ===================================================\n",
"az.plot_kde(\n",
" az.extract(idata, var_names=\"beta0\"),\n",
" az.extract(idata, var_names=\"beta1\"),\n",
" contourf_kwargs={\"cmap\": \"Blues\"},\n",
" ax=ax[1],\n",
")\n",
"ax[1].plot(beta0_true, beta1_true, \"C2o\", label=\"true\")\n",
"ax[1].set(xlabel=r\"$\\beta_0$\", ylabel=r\"$\\beta_1$\", title=\"Parameter space\")\n",
"ax[1].legend(facecolor=\"white\", frameon=True)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il pannello di sinistra mostra la media posteriore (rappresentata dalla linea continua) e gli intervalli di credibilità al 95% (rappresentati dalla regione ombreggiata). Poiché stiamo lavorando con dati simulati, conosciamo il vero modello generativo dei dati. Pertanto, possiamo notare che la media posteriore si confronta favorevolmente con il modello vero e proprio che ha generato i dati.\n",
"\n",
"Questo è confermato anche dalla distribuzione posteriore nello spazio dei parametri (pannello di destra), la quale si allinea bene con i parametri veri del modello generativo dei dati."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[31mWatermark:\n",
"----------\n",
"\u001b[34mLast updated: 2024-01-26T18:45:28.765682+01:00\n",
"\n",
"Python implementation: CPython\n",
"Python version : 3.11.7\n",
"IPython version : 8.19.0\n",
"\n",
"Compiler : Clang 16.0.6 \n",
"OS : Darwin\n",
"Release : 23.3.0\n",
"Machine : x86_64\n",
"Processor : i386\n",
"CPU cores : 8\n",
"Architecture: 64bit\n",
"\n",
"\u001b[34m\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark -n -u -v -iv -w"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "pymc_env",
"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": "3.11.7"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}