{ "cells": [ { "cell_type": "markdown", "id": "91eca89b", "metadata": {}, "source": [ "# Mutual Information Estimators Comparison\n", "\n", "## Steps:\n", "1. Generate two synthetic datasets, one representing a vulnerable system (with high leakage) and another representing a non-vulnerable system (with no leakage).\n", "2. Estimate the mutual information (MI) for both systems using multiple approaches.\n", "3. Compare the estimated MI values with the ground truth and visualize the error for each approach." ] }, { "cell_type": "code", "execution_count": 1, "id": "ad5a69f1-304f-4777-8e0f-ca2694c8eaf3", "metadata": {}, "outputs": [], "source": [ "import logging\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n", "logging.getLogger(\"matplotlib\").setLevel(logging.ERROR)\n", "logging.getLogger(\"tensorflow\").setLevel(logging.ERROR)\n", "logging.getLogger(\"pytorch\").setLevel(logging.ERROR)\n", "logging.getLogger(\"torch\").setLevel(logging.ERROR)\n", "logging.getLogger(\"urllib3.connectionpool\").setLevel(logging.ERROR)" ] }, { "cell_type": "code", "execution_count": 2, "id": "9c8dace1-850f-4dde-ad88-88616a1b3960", "metadata": {}, "outputs": [], "source": [ "# Cell 1: Setup and Imports\n", "from autoqild.dataset_readers import SyntheticDatasetGenerator\n", "from autoqild.mi_estimators.mi_estimator_classification import ClassficationMIEstimator\n", "from autoqild.mi_estimators import MineMIEstimatorMSE, GMMMIEstimator, TabPFNMIEstimator\n", "from autoqild.utilities import print_dictionary\n", "from utils import setup_logging, setup_random_seed\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "id": "5be45d8c-aead-4ba9-98f5-c0f16c4ca2e5", "metadata": {}, "source": [ "**Setting Up Experiment Logging and Random Seed:**\n", "\n", "Initialize logging for the experiment, recording all key events in mi_estimation_comparison.log for tracking and debugging, using the utils.py file." ] }, { "cell_type": "code", "execution_count": 3, "id": "1d54eee8-9fba-4ad9-8bcd-ea8290b1dd11", "metadata": {}, "outputs": [], "source": [ "logger = setup_logging(log_path='mi_estimation_comparison.log')\n", "logger = logging.getLogger(\"MI-Experiment\")\n", "setup_random_seed(42)\n", "# Log some messages\n", "logger.info('Logger initialized and ready.')\n", "logger.info('Running the mutual information esitmation process...')" ] }, { "cell_type": "markdown", "id": "699539ca-afac-4bc3-b749-8c4951c8e075", "metadata": {}, "source": [ "### Step 1: Generate and Visualizing Synthetic Datasets\n", "\n", "Create two datasets:\n", "- **Vulnerable Dataset:** High noise level leading to significant overlap between classes.\n", "- **Non-Vulnerable Dataset:** Low noise level leading to clear separation between classes." ] }, { "cell_type": "code", "execution_count": 4, "id": "4f936e28-2066-4126-8680-e01406a2605a", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "outputs": [], "source": [ "# Generating datasets with varying noise levels to simulate vulnerable and non-vulnerable systems.\n", "n_classes = 2\n", "n_features = 2\n", "samples_per_class = 500\n", "dataset_params = {'n_classes':n_classes, 'n_features': n_features, 'samples_per_class': samples_per_class,'random_state':42}\n", "dataset_params['flip_y'] = 0.1\n", "# Vulnerable dataset with high noise (leakage present)\n", "generator_vulnerable = SyntheticDatasetGenerator(**dataset_params)\n", "X_vulnerable, y_vulnerable = generator_vulnerable.generate_dataset()\n", "\n", "dataset_params['flip_y'] = 1.0\n", "# Non-vulnerable dataset with low noise (minimal leakage)\n", "generator_non_vulnerable = SyntheticDatasetGenerator(**dataset_params)\n", "X_non_vulnerable, y_non_vulnerable = generator_non_vulnerable.generate_dataset()\n" ] }, { "cell_type": "markdown", "id": "f3293fd9-e85f-449a-be53-aab396fb5545", "metadata": {}, "source": "" }, { "metadata": {}, "cell_type": "markdown", "source": [ "### Step 2: Visualize the Datasets\n", "\n", "**Visualizing** the datasets using the scatter plots helps us see the differences in class separability for datasets simulating vulnerable and non-vulnerable systems. " ], "id": "65ab3245fb9df615" }, { "cell_type": "code", "execution_count": 5, "id": "bc06559c-2164-4e54-bdb3-6997e0ec4c8d", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "def plot_datasets(X1, y1, title1, X2, y2, title2):\n", " fig, axes = plt.subplots(1, 2, figsize=(8, 3))\n", "\n", " # Plot the first dataset\n", " axes[0].scatter(X1[:, 0], X1[:, 1], c=y1, cmap='PiYG', edgecolor='k')\n", " axes[0].set_title(title1)\n", " axes[0].set_xlabel(\"Feature 1\")\n", " axes[0].set_ylabel(\"Feature 2\")\n", "\n", " # Plot the second dataset\n", " axes[1].scatter(X2[:, 0], X2[:, 1], c=y2, cmap='PiYG', edgecolor='k')\n", " axes[1].set_title(title2)\n", " axes[1].set_xlabel(\"Feature 1\")\n", " axes[1].set_ylabel(\"Feature 2\")\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# Plotting both datasets side by side\n", "plot_datasets(X_vulnerable, y_vulnerable, \"Vulnerable System\", X_non_vulnerable, y_non_vulnerable, \"Non-Vulnerable System\")" ] }, { "cell_type": "markdown", "id": "09f0d456-85f6-4b4c-b9ee-61995d4de45f", "metadata": {}, "source": [ "### Step 3. Estimating MI and Comparing to Ground Truth\n", "\n", "Estimate the MI for each dataset using different approaches and compare them to the ground truth MI using the Bayes predictor log loss." ] }, { "cell_type": "code", "execution_count": 6, "id": "e6f27eba-da95-4046-a5c1-a85a4e7d3e04", "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "learner_params = {'n_classes':n_classes, 'n_features':n_features}\n", "classification_estimators = [\"MidPointMI\", \"LogLossMI\", \"LogLossMIIsotonicRegression\"]\n", "\n", "def fit_estimate(estimator, x_train, x_test, y_train, y_test, method):\n", " estimator.fit(x_train, y_train)\n", " mi = estimator.estimate_mi(x_test, y_test, method=method)\n", " return mi" ] }, { "cell_type": "code", "execution_count": 7, "id": "0b617e6e-115c-4d75-8ead-deba5d5762e3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "iteration: 100%|██████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:03<00:00, 28.26it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " MidPointMI => 0.07272629655051024\n", "LogLossMI => 0.0007286310195922851\n", "LogLossMIIsotonicRegression => 0.0007286310195922851\n", "GMM Baseline => 0.0\n", "MINE Baseline => 0.0016100859502330422 Ground-truth MI 0.0\n" ] } ], "source": [ "# Splitting the non-vulnerable dataset into training and test sets\n", "x_train, x_test, y_train, y_test = train_test_split(X_non_vulnerable, y_non_vulnerable, test_size=0.3, random_state=42, \n", " stratify=y_non_vulnerable)\n", "non_vulnerable_scores = {}\n", "\n", "model = TabPFNMIEstimator(**learner_params)\n", "mine_estimator = MineMIEstimatorMSE(**learner_params)\n", "gmm_estimator = GMMMIEstimator(**learner_params)\n", "ground_truth_mi_non_vulnerable = generator_non_vulnerable.get_bayes_mi()\n", "for method in classification_estimators:\n", " non_vulnerable_scores[method] = fit_estimate(model, x_train, x_test, y_train, y_test, method)\n", "non_vulnerable_scores['GMM Baseline'] = fit_estimate(gmm_estimator, x_train, x_test, y_train, y_test, '')\n", "non_vulnerable_scores['MINE Baseline'] = fit_estimate(mine_estimator, x_train, x_test, y_train, y_test, '')\n", "print(f\"{print_dictionary(non_vulnerable_scores)} Ground-truth MI {ground_truth_mi_non_vulnerable}\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "2ae4dc7b-7adb-406d-9767-98906e3d2eb6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "iteration: 100%|██████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:03<00:00, 27.29it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " MidPointMI => 0.6421495124462486\n", "LogLossMI => 0.6427117603412165\n", "LogLossMIIsotonicRegression => 0.6307350731910841\n", "GMM Baseline => 0.554790656705828\n", "MINE Baseline => 0.009389414452016354 Ground-truth MI 0.6253253757356205\n" ] } ], "source": [ "vulnerable_scores = {}\n", "\n", "x_train, x_test, y_train, y_test = train_test_split(X_vulnerable, y_vulnerable, test_size=0.5, random_state=42, stratify=y_vulnerable)\n", "\n", "model = ClassficationMIEstimator(**learner_params)\n", "mine_estimator = MineMIEstimatorMSE(**learner_params)\n", "gmm_estimator = GMMMIEstimator(**learner_params)\n", "ground_truth_mi_vulnerable = generator_vulnerable.get_bayes_mi()\n", "for method in classification_estimators:\n", " vulnerable_scores[method] = fit_estimate(model, x_train, x_test, y_train, y_test, method)\n", "vulnerable_scores['GMM Baseline'] = fit_estimate(gmm_estimator, x_train, x_test, y_train, y_test, '')\n", "vulnerable_scores['MINE Baseline'] = fit_estimate(mine_estimator, x_train, x_test, y_train, y_test, '')\n", "print(f\"{print_dictionary(vulnerable_scores)} Ground-truth MI {ground_truth_mi_vulnerable}\")" ] }, { "cell_type": "markdown", "id": "4d83f69a-75cf-4a9e-899a-eb3712180b3a", "metadata": {}, "source": [ "### Step 4:Visualizing the Results\n", "The bar plots for the vulnerable and non-vulnerable datasets will show the absolute error between MI estimated by each approach and ground truth value." ] }, { "cell_type": "code", "execution_count": 9, "id": "085939b0-669a-4f91-b4ee-ad37a538dfc0", "metadata": {}, "outputs": [ { "data": { "image/png": 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P8V1//fVGkhkyZIjb5V27djWSzIABA5zGvd2UyszMdJzHNWvWuF3nlVdeMZLMv//9b7fL3cneSMntZ+3atU7bZV3n/fv3z3HfWdvmdM3ce++9RpK59dZb3S4fNGiQkWQ6duzoNJ51jmvXru3SkM2r3Joil3pNZJ3L9u3bX1JMFzalkpKSTIkSJUz16tUdf5NPP/20kWSmTZtmjCm4ptTFfl599VXHNp9++qmRZB599NE8Hyc/mlLuGn9z5851LP/6669dlo8fP95IMvHx8XmO1RhjKlSoYHx8fFyeiy+1KbV3717j4+NjLMtyaTAbY8z+/ftNYGCgkWR+/vlnx3j2x/WLL75w2e7gwYNGkgkICDBpaWke5ejuGNljvtTXpMcee8xIMt26dctzDFnHf/31112WnT171tHk2rdvn9OyrHOd099uTEyMkWR+/PFHp/GcHsesJubbb7/tsq8zZ86YqKiofG1KPfXUU0aSGTRokNvt9u/fb/z8/Ey5cuUczwmX8vcHAMUBH98DgP934dwwWf+92ATn33zzjYwxuvHGG3P8SFLWfBTuPo73559/6s0339Rjjz2me++9V/369VO/fv10+PBhScpxbqmuXbs6PlqVXd26dSXJZX6si1mwYIEOHDig8uXL68Ybb3RalnUOLjbheVxcnMtYQECA4yOAWfPQSFKLFi0kSQ899JAWLVqks2fP5rjfjIwM/fzzz5KU49e533vvvZKkJUuW5BpjQVu7dq0OHDigGjVqqFmzZm7Xye16uJjGjRs7ffzowp8yZcq43e7Cjxd6sk7W43axc798+XJlZma6LO/Ro0e+z6mUH9dEXs5JXoSEhOi2227Trl27tHTpUmVmZuqDDz5QqVKl3H6jZ3668GOkF/7Uq1fPse5VV10lm82mKVOmaNKkSTp48GCBxpblpptuchnLmrje19fX7Xx9WcsvnCMqy/r16zVhwgQ98sgj6t+/v+N5MyMjQ3a73ekjfJfjxx9/lN1uV9OmTdWoUSOX5dknsXd3nfn6+qpz584u41FRUSpdurRSU1N17NixfIk1y6W+Ji1cuFCSdP/993t8zG7durmMBQQEqHr16pJyfj1yt53k2evY33//7Xi87777bpflgYGB6tWr10X344mvv/5akhyvbReKjo5WrVq1dPToUe3YsUNS4f39AcCVzrewAwCAK8V1112natWqac6cOZo4caI++OADhYSEXPQfrrt27ZJ0rmFzsabN0aNHHf+fmZmpQYMG6Z133pExJsdtkpOT3Y5XrlzZ7XhISIgk5drkcScrdneTMt9zzz0aNmyYfvrpJ23fvl21a9d22T4sLExhYWFu912tWjVJ0v79+x1jTz75pH766Sd9//336ty5s/z8/NS4cWNde+21uuOOO9S8eXPHuseOHXPkk7WvC2XNGeNpMy6/ZV0PO3fudNs0zC779ZBXPXr0uOgk4e7k5evic1on65xe7NyfPXtWx44dU0REhMfH9lR+XBP5GVf//v314YcfasqUKTp9+rQOHDig++67TyVKlMi3Y7gTExOT58nZa9SooVdffVVPPvmkBg0apEGDBqlKlSpq1aqVunbtqttvv13+/v75HqO756qSJUtKOvdtar6+ruVoVjPlwuexlJQU3XPPPbnOUyTl/LzpqYtd+1Lu11n58uVz/Da/kJAQnThxwuPn6ou51NekrEntY2JiPD7mpb4e5cfrWNbrStmyZR3X1YVye/wuRdY5vuaaay667tGjR1W7du1C+/sDgCsdTSkA+H9Z38wzYsQIxcXF6dChQ7r//vsVFBSU63Z2u12S1KRJEzVu3DjXdVu2bOn4/9dee02TJ09WVFSUJkyYoNatWysyMlKBgYGSpLvuukuffPJJjg2r3CZe99Thw4f11VdfSZK+/PJL/fTTTy7r+Pn5KT09XVOmTNHLL798ScfJnkuJEiX03XffafXq1Vq4cKFWrFihFStWaM2aNZowYYIefvhhTZo06dISygdZj+ulbhcVFeW4gyInZcuWvaRjXIqLXcd5Xaegjl0Y8jOutm3bqkaNGvrss8906NAhSRe/y7IwPPLII+rVq5e++OIL/fTTT/rpp580c+ZMzZw5UyNGjNDy5ctVvnz5fD1mbs9Vnj6PDRs2TJ9//rliYmL08ssvq3nz5ipbtqzjH/OtW7fWypUrc230e1N+Pk/n1aW+Jl2OS82zMM6PJ3J6Hcga79mzp+PLAHISHh7u+P/C+PsDgCsdTSkAyKZfv34aNWqUvvzyS0l5+0dlpUqVJJ37Vqc333wzz8f69NNPJUnvvPOOunfv7rI865Z/b/jggw8cX1+9ZcuWXNedPn26XnjhBZe7GxITE5WYmOj2bqmsb6aqWLGiy7LmzZs77orKyMjQvHnz1LdvX7311lvq2bOnrrvuOoWHhysgIECpqanatWuX24/RZL1zHR0dfdF8JTn+EXvy5Em3y7PuGvBU1vUQHh6e5ztYrnTR0dHauXOndu3apQYNGrgszzr3gYGBOX58ML8VxDVxObKa2s8++6y+//571a1bV61atSrw416KyMhIDRgwQAMGDJAkbd26Vf3799fKlSv19NNPa/r06YUcYc6ynjdnzZrl9jHP7+fNrGsn61pyx5vXWV5c6mtS5cqVtW3bNm3dulU1a9YsqPDyXdZ5T0hI0KlTp9zeLZXTtyNe6utApUqVtGPHDj311FOKjY31KN5/8t8fABSEK/vtCQDwssqVK+vmm29WeHi4/vWvf+XpXeSs+Ze++OILjz6Gcfz4cUlSlSpVXJZt3rxZ69aty/O+LlfWRzzefvttmXNfguHyk5GRofLly+vQoUP65ptv3O7nww8/dBlLS0vTrFmzJJ2fxyQnvr6+6tmzp+MOo6xz4Ovrq6uvvlqScmz0ZM0Bdt111+V6jCxZ/5D5448/XJYZY7RgwQK322X9IyariXehrDs3tmzZos2bN+cplitd1uN2sXN/zTXXuP0oVkEoiGvicvXr10/lypVTeHi4HnjgAa8cMz/ExMToqaeekiSX552LXe/eltvz5qJFi5SQkOB2u0vN49prr5WPj4/WrVun9evXuyw/ePCgYy4mb11nF3Opr0lZc1+99957BRJXQalYsaJj7qoZM2a4LE9NTdXs2bPdbpvb64B0fu6oC2Wd46wm6eXI7e8PAIoDmlIAcIG5c+cqISFBK1euzNP6TZs21W233aa//vpLt956q9t3ZFNSUvTxxx87Ji+Xzk/kOmnSJKePCBw8eFB9+/b12j8Cf/rpJ23bts1pQnJ3bDab+vTpI+n8P/Yv9Pzzz2vTpk2O3+12u5566int379flSpV0m233eZY9tZbb7mdxP3QoUNas2aNJOd/eP773/+WdK5xtnjxYqdtpk2bpi+++EJ+fn4aPHjwxVKWJHXo0EHSuUZa9rvD0tPT9dRTT2n16tVut8u622vHjh1KT093We7n56cRI0bIGKNbbrnF7UchMzMz9cMPP+iXX37JU6yFbfDgwfL19dW8efP00UcfOS379ttv9c4770iSnnjiCa/Gld/XxOWqWLGijhw5ooSEBK8d0xM//PCDvvnmG5fr1hjj+Pjuhc2erOv9SmmwZj1vvvHGG07j27Zt04MPPpjjdpeaR+XKlXX77bfLGKMHHnjAaVLylJQU3X///Tp79qxat26t1q1be7TvgnKpr0lDhgxRqVKl9MUXX+iZZ55xuU6OHDni9vnsSvDYY49JkkaOHKmtW7c6xjMzM/XEE0/kOGF++/bt5ePjo0WLFmnZsmWOcWOMXn/9dX322Wdut3vyyScVFhamCRMmaPz48UpLS3NZZ/fu3U7Pl5fy9wcAxQEf3wOAfDB16lQlJiZqwYIFqlOnjho3bqxq1arJGKM9e/Zo/fr1SktL0x9//KHIyEhJ0n/+8x8tXLhQ7733npYsWaKrrrpKycnJWrZsmapXr65bbrnlopP55oesu6S6d++u0qVL57pu3759NW7cOH399dc6fPiwIxfp3D/emjVrpquuukrt2rVTeHi4Vq9erZ07dyo4OFgzZsxwzJclSe+++64GDhyoatWqqUGDBgoJCdHRo0e1fPlynTlzRu3bt3f6WOONN96oZ555Ri+88II6duyoNm3aqHLlytq6dat+//132Ww2TZ48WfXr189T3m3atNHNN9+s+fPnKzY2VldffbWCgoL0+++/Kzk5WYMHD9Zrr73msl3lypUVGxurNWvWqGHDhoqNjVVgYKDKli3rmGtr0KBB2rdvn8aOHatrrrlG9evXV82aNRUUFKRDhw5p3bp1SkxM1Ntvv61//etfeYo3y7x583L8KIp07hueHn30UY/2eTENGzbUpEmT9NBDD+mee+7Rq6++qpiYGO3du1crVqyQMUYjR450+y1qBSm/r4l/oq1bt+b47YPSubnb3nrrLUnShg0b9PjjjyskJERXXXWVKlSooDNnzuj333/X3r17FRoaqueee85p+9tuu01LlizR3XffrRtuuMHxHPHkk0+qTp06BZZXTkaMGKGePXvq2Wef1aeffqr69evryJEjWr58ua655hpVqFDB7bda9ujRQ6NGjdLrr7+uTZs2qVKlSvLx8VH37t3dfnw6u0mTJmnr1q1atWqVatSooeuuu06+vr5atmyZjh49qmrVqunjjz8uqJQvyaW8JlWuXFlz5sxRz5499eKLL+r9999Xq1at5Ofnp71792rt2rW66667HHcoXkkGDhyo7777Tl9++aUaN26s6667TqVLl9aqVat08OBBPfTQQ3r77bddtqtUqZIeeeQRvfbaa7r++ut1zTXXqEyZMlq/fr327dunp59+2u0cihUrVtT8+fN122236YknntArr7yiBg0aqHz58kpKStIff/yhnTt3qmXLlo5vBLyUvz8AKBYMABRTVapUMZLM8uXL87T+7t27jSRjs9ncLs/MzDQzZswwN910k4mMjDR+fn4mPDzcNGjQwMTHx5vPP//cpKWlOW2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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Function to plot MI scores with error bars\n", "def plot_mi_scores_with_error_bars(ax, estimated_scores, ground_truth_mi, title):\n", " methods = list(estimated_scores.keys())\n", " mi_values = list(estimated_scores.values())\n", " errors = [abs(mi - ground_truth_mi) for mi in mi_values] # Calculate errors based on the difference from ground truth\n", "\n", " y_pos = np.arange(len(methods))\n", " colors = plt.get_cmap(\"tab10\").colors # Get the 'tab10' colormap\n", "\n", " bars = ax.bar(y_pos, errors, color=[colors[i % 10] for i in range(len(methods))], capsize=5, align='center')\n", " ax.set_xticks([])\n", " ax.set_ylabel('Mutual Information')\n", " ax.set_title(title)\n", " \n", " # Adding grid and customizing the appearance\n", " ax.grid(axis='y', linestyle='--', alpha=0.7)\n", "\n", " # Adding color-coded legends for each method\n", " for i, bar in enumerate(bars):\n", " bar.set_label(methods[i])\n", " \n", "\n", "# Plotting side-by-side subplots for the vulnerable and non-vulnerable datasets\n", "fig, axs = plt.subplots(1, 2, figsize=(12, 4), sharey=True) # 1 row, 2 columns, slightly wider figure size\n", "\n", "# Plotting MI estimations for the vulnerable dataset\n", "plot_mi_scores_with_error_bars(axs[0], vulnerable_scores, ground_truth_mi_vulnerable, \"Vulnerable System\")\n", "\n", "# Plotting MI estimations for the non-vulnerable dataset\n", "plot_mi_scores_with_error_bars(axs[1], non_vulnerable_scores, ground_truth_mi_non_vulnerable, \" Non-Vulnerable System\")\n", "\n", "colors = plt.get_cmap(\"tab10\").colors # Get the 'tab10' colormap\n", "legend_labels = list(vulnerable_scores.keys()) # Assuming the methods are the same for both datasets\n", "handles = [plt.Rectangle((0,0),1,1, color=colors[i % 10]) for i in range(len(legend_labels))] + [plt.Line2D([0], [0], color='red', linestyle='--')]\n", "fig.legend(handles, legend_labels, loc='lower center', bbox_to_anchor=(0.5, -0.10), ncol=6)\n", "plt.suptitle(\"Mean Absolute Error for MI Estimation Techniques\", fontsize=16, y=1.02)\n", "# Adjust layout for better spacing\n", "plt.tight_layout()\n", "plt.show()" ] } ], "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": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 5 }