{ "cells": [ { "cell_type": "code", "execution_count": 5, "id": "432f96b6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "from scipy import stats\n", "import scipy.io as io\n", "\n", "data_path = \"../data/\"\n", "suv = io.loadmat(data_path + \"suv_percentilesSLOthenUWM.mat\")['lung_SUVperc_COMBINED'][0:58, :, :]\n", "flags = io.loadmat(data_path + \"flags_combined.mat\")['flags'][0:58, 3]\n", "\n", "# --- Preprocessing ---\n", "p = 94\n", "X = np.nanmax(suv[:, :, p], axis=1).reshape(-1, 1)\n", "valid = ~np.isnan(X).flatten()\n", "X = X[valid]\n", "flags = flags[valid]\n", "y = flags # just to make the rest of the code use `y` as label name\n", "\n", "\n", "\n", "# Split data into AE and NC\n", "X_AE = X[y == 1]\n", "X_NC = X[y == 0]\n", "\n", "# Define distributions and colors\n", "distributions = [stats.norm, stats.gamma, stats.weibull_min, stats.expon, stats.lognorm]\n", "colors = ['blue', 'green', 'orange', 'purple', 'brown']\n", "x = np.linspace(min(X) * 0.9, max(X) * 1.1, 1000)\n", "\n", "plt.figure(figsize=(12, 6))\n", "\n", "# 📊 Histograms\n", "plt.hist(X_NC, bins=15, density=True, alpha=0.3, label='NC Histogram', color='gray')\n", "plt.hist(X_AE, bins=10, density=True, alpha=0.3, label='AE Histogram', color='red')\n", "\n", "# 📈 KDE plots\n", "sns.kdeplot(X_NC, bw_adjust=1, label='NC KDE', linestyle='--', color='gray')\n", "sns.kdeplot(X_AE, bw_adjust=1, label='AE KDE', linestyle='--', color='red')\n", "\n", "# 🔁 Fit and plot PDFs for each distribution\n", "for dist, color in zip(distributions, colors):\n", " try:\n", " # Fit NC\n", " if dist == stats.lognorm:\n", " params_nc = dist.fit(X_NC, floc=0)\n", " else:\n", " params_nc = dist.fit(X_NC)\n", " pdf_nc = dist.pdf(x, *params_nc)\n", " plt.plot(x, pdf_nc, linestyle='--', color=color, label=f'{dist.name} - NC')\n", "\n", " # Fit AE\n", " if dist == stats.lognorm:\n", " params_ae = dist.fit(X_AE, floc=0)\n", " else:\n", " params_ae = dist.fit(X_AE)\n", " pdf_ae = dist.pdf(x, *params_ae)\n", " plt.plot(x, pdf_ae, linestyle='-', color=color, label=f'{dist.name} - AE')\n", "\n", " except Exception as e:\n", " print(f\"Could not fit {dist.name}: {e}\")\n", "\n", "# 📋 Labels and Legend\n", "plt.title(\"SUV Distribution Fit: NC vs AE\")\n", "plt.xlabel(\"SUV\")\n", "plt.ylabel(\"Density\")\n", "plt.legend(loc='upper right', fontsize='small', ncol=2)\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.ylim(0, 2) # Adjust if needed\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "0d3c8ab6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Distribution Group AIC BIC LogLikelihood KS_D KS_p\n", "5 weibull_min AE -16.479226 -17.650912 11.239613 0.383765 0.354965\n", "3 gamma AE -5.441715 -6.613401 5.720858 0.453710 0.186798\n", "7 expon AE 11.471232 10.690108 -3.735616 0.288355 0.709413\n", "9 lognorm AE 16.778777 15.607090 -5.389388 0.355212 0.450713\n", "1 norm AE 16.806074 16.024950 -6.403037 0.399722 0.309531\n", "8 lognorm NC 6.115214 12.026090 -0.057607 0.113558 0.467412\n", "2 gamma NC 6.759872 12.670748 -0.379936 0.116525 0.435001\n", "0 norm NC 10.986404 14.926988 -3.493202 0.126820 0.332946\n", "6 expon NC 43.651493 47.592077 -19.825747 0.312059 0.000044\n", "4 weibull_min NC inf inf -inf 0.120981 0.388759\n" ] } ], "source": [ "# Initialize results\n", "results = []\n", "\n", "for dist in distributions:\n", " try:\n", " name = dist.name\n", "\n", " # Fit NC\n", " if dist == stats.lognorm:\n", " params_nc = dist.fit(X_NC, floc=0)\n", " else:\n", " params_nc = dist.fit(X_NC)\n", "\n", " log_likelihood_nc = np.sum(dist.logpdf(X_NC.flatten(), *params_nc))\n", " k_nc = len(params_nc)\n", " aic_nc = 2 * k_nc - 2 * log_likelihood_nc\n", " bic_nc = k_nc * np.log(len(X_NC)) - 2 * log_likelihood_nc\n", " D_nc, p_nc = stats.kstest(X_NC.flatten(), dist.cdf, args=params_nc)\n", "\n", " results.append((name, 'NC', aic_nc, bic_nc, log_likelihood_nc, D_nc, p_nc))\n", "\n", " # Fit AE\n", " if dist == stats.lognorm:\n", " params_ae = dist.fit(X_AE, floc=0)\n", " else:\n", " params_ae = dist.fit(X_AE)\n", "\n", " log_likelihood_ae = np.sum(dist.logpdf(X_AE.flatten(), *params_ae))\n", " k_ae = len(params_ae)\n", " aic_ae = 2 * k_ae - 2 * log_likelihood_ae\n", " bic_ae = k_ae * np.log(len(X_AE)) - 2 * log_likelihood_ae\n", " D_ae, p_ae = stats.kstest(X_AE.flatten(), dist.cdf, args=params_ae)\n", "\n", " results.append((name, 'AE', aic_ae, bic_ae, log_likelihood_ae, D_ae, p_ae))\n", "\n", " except Exception as e:\n", " print(f\"Could not fit {dist.name}: {e}\")\n", "\n", "# Print results in table\n", "import pandas as pd\n", "results_df = pd.DataFrame(results, columns=['Distribution', 'Group', 'AIC', 'BIC', 'LogLikelihood', 'KS_D', 'KS_p'])\n", "print(results_df.sort_values(by=['Group', 'AIC']))\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "8962598e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.9655172413793104\n", "AUC: 0.9773584905660377\n", "Confusion Matrix:\n", " [[52 1]\n", " [ 1 4]]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy import stats\n", "from sklearn.metrics import roc_auc_score, accuracy_score, confusion_matrix\n", "import matplotlib.pyplot as plt\n", "\n", "# Fit best distributions\n", "params_ae = stats.weibull_min.fit(X_AE, floc=0)\n", "params_nc = stats.lognorm.fit(X_NC, floc=0)\n", "\n", "# Prior probabilities\n", "p_ae = np.mean(flags) # AE = 1\n", "p_nc = 1 - p_ae\n", "\n", "# Predict posterior probability P(AE | x)\n", "pdf_ae = stats.weibull_min.pdf(X, *params_ae)\n", "pdf_nc = stats.lognorm.pdf(X, *params_nc)\n", "\n", "posterior_ae = (pdf_ae * p_ae) / (pdf_ae * p_ae + pdf_nc * p_nc)\n", "\n", "# Classify using 0.5 threshold\n", "y_pred = (posterior_ae >= 0.5).astype(int)\n", "\n", "# Evaluate\n", "print(\"Accuracy:\", accuracy_score(flags, y_pred))\n", "print(\"AUC:\", roc_auc_score(flags, posterior_ae))\n", "print(\"Confusion Matrix:\\n\", confusion_matrix(flags, y_pred))\n", "\n", "# Optional: ROC curve\n", "from sklearn.metrics import roc_curve\n", "fpr, tpr, _ = roc_curve(flags, posterior_ae)\n", "plt.plot(fpr, tpr, label=\"Bayes classifier\")\n", "plt.plot([0, 1], [0, 1], 'k--')\n", "plt.xlabel(\"FPR\")\n", "plt.ylabel(\"TPR\")\n", "plt.title(\"ROC Curve\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "\n", "# Sort X and corresponding posterior for smooth S-curve\n", "X_sorted = X.flatten().argsort()\n", "X_vals_sorted = X.flatten()[X_sorted]\n", "posterior_sorted = posterior_ae[X_sorted]\n", "\n", "# Plot S-curve\n", "plt.figure(figsize=(8, 5))\n", "plt.plot(X_vals_sorted, posterior_sorted, color='blue', label='P(AE | SUV)')\n", "plt.axhline(0.5, linestyle='--', color='gray', label='Decision threshold')\n", "plt.xlabel(\"SUV\")\n", "plt.ylabel(\"Posterior Probability of AE\")\n", "plt.title(\"Bayesian Classifier: S-Curve\")\n", "plt.grid(True)\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "30bb04e3", "metadata": {}, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'pygam'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[17], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpygam\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m LogisticGAM, s\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpyGAM is working ✅\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pygam'" ] } ], "source": [ "\n", "\n", "from pygam import LogisticGAM, s\n", "print(\"pyGAM is working ✅\")\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "f7d345b5", "metadata": {}, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'pygam'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[16], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpygam\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m LogisticGAM, s\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpreprocessing\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m StandardScaler\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n", "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pygam'" ] } ], "source": [ "from pygam import LogisticGAM, s\n", "from sklearn.preprocessing import StandardScaler\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Scale data\n", "scaler = StandardScaler()\n", "X_scaled = scaler.fit_transform(X)\n", "y = flags.astype(int)\n", "\n", "# Fit monotonic spline logistic GAM\n", "gam = LogisticGAM(s(0, constraints='monotonic_inc')).fit(X_scaled, y)\n", "\n", "# Predict P(AE | SUV)\n", "x_vals = np.linspace(X.min(), X.max(), 500).reshape(-1, 1)\n", "x_scaled = scaler.transform(x_vals)\n", "posterior_gam = gam.predict_mu(x_scaled)\n", "\n", "# Plot\n", "plt.figure(figsize=(8, 5))\n", "plt.plot(x_vals, posterior_gam, color='darkgreen', label='Monotonic S-curve')\n", "plt.title(\"P(AE | SUV) using Monotonic Spline GAM\")\n", "plt.xlabel(\"SUV\")\n", "plt.ylabel(\"Probability of AE\")\n", "plt.grid(True)\n", "plt.ylim(0, 1)\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }