diff --git a/Projet.ipynb b/Projet.ipynb new file mode 100644 index 0000000..9c452c0 --- /dev/null +++ b/Projet.ipynb @@ -0,0 +1,387 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np \n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Age BMI Glucose Insulin HOMA Leptin Adiponectin Resistin \\\n", + "0 48 23.500000 70 2.707 0.467409 8.8071 9.702400 7.99585 \n", + "1 83 20.690495 92 3.115 0.706897 8.8438 5.429285 4.06405 \n", + "2 82 23.124670 91 4.498 1.009651 17.9393 22.432040 9.27715 \n", + "3 68 21.367521 77 3.226 0.612725 9.8827 7.169560 12.76600 \n", + "4 86 21.111111 92 3.549 0.805386 6.6994 4.819240 10.57635 \n", + "\n", + " MCP.1 Classification \n", + "0 417.114 1 \n", + "1 468.786 1 \n", + "2 554.697 1 \n", + "3 928.220 1 \n", + "4 773.920 1 \n", + " Age BMI Glucose Insulin HOMA Leptin \\\n", + "count 116.000000 116.000000 116.000000 116.000000 116.000000 116.000000 \n", + "mean 57.301724 27.582111 97.793103 10.012086 2.694988 26.615080 \n", + "std 16.112766 5.020136 22.525162 10.067768 3.642043 19.183294 \n", + "min 24.000000 18.370000 60.000000 2.432000 0.467409 4.311000 \n", + "25% 45.000000 22.973205 85.750000 4.359250 0.917966 12.313675 \n", + "50% 56.000000 27.662416 92.000000 5.924500 1.380939 20.271000 \n", + "75% 71.000000 31.241442 102.000000 11.189250 2.857787 37.378300 \n", + "max 89.000000 38.578759 201.000000 58.460000 25.050342 90.280000 \n", + "\n", + " Adiponectin Resistin MCP.1 Classification \n", + "count 116.000000 116.000000 116.000000 116.000000 \n", + "mean 10.180874 14.725966 534.647000 1.551724 \n", + "std 6.843341 12.390646 345.912663 0.499475 \n", + "min 1.656020 3.210000 45.843000 1.000000 \n", + "25% 5.474283 6.881763 269.978250 1.000000 \n", + "50% 8.352692 10.827740 471.322500 2.000000 \n", + "75% 11.815970 17.755207 700.085000 2.000000 \n", + "max 38.040000 82.100000 1698.440000 2.000000 \n", + "\n", + "RangeIndex: 116 entries, 0 to 115\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Age 116 non-null int64 \n", + " 1 BMI 116 non-null float64\n", + " 2 Glucose 116 non-null int64 \n", + " 3 Insulin 116 non-null float64\n", + " 4 HOMA 116 non-null float64\n", + " 5 Leptin 116 non-null float64\n", + " 6 Adiponectin 116 non-null float64\n", + " 7 Resistin 116 non-null float64\n", + " 8 MCP.1 116 non-null float64\n", + " 9 Classification 116 non-null int64 \n", + "dtypes: float64(7), int64(3)\n", + "memory usage: 9.2 KB\n", + "None\n", + "Age 0\n", + "BMI 0\n", + "Glucose 0\n", + "Insulin 0\n", + "HOMA 0\n", + "Leptin 0\n", + "Adiponectin 0\n", + "Resistin 0\n", + "MCP.1 0\n", + "Classification 0\n", + "dtype: int64\n" + ] + }, + { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "breast_cancer = pd.read_csv(\"data/breast_cancer.csv\")\n", + "print(breast_cancer.head())\n", + "\n", + "print(breast_cancer.describe())\n", + "\n", + "print(breast_cancer.info())\n", + "\n", + "print(breast_cancer.isnull().sum())\n", + "\n", + "breast_cancer.hist(figsize=(10, 10))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification\n", + "1 64\n", + "0 52\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "X = breast_cancer.drop(columns=[\"Classification\"])\n", + "y = breast_cancer[\"Classification\"].replace({1: 0, 2: 1})\n", + "\n", + "print(y.value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of samples: 116\n", + "Number of features: 9\n", + "Number of classes: 2\n" + ] + } + ], + "source": [ + "print(\"Number of samples:\", X.shape[0])\n", + "print(\"Number of features:\", X.shape[1])\n", + "print(\"Number of classes:\", len(np.unique(y)))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "scaler = StandardScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "def build_model():\n", + " model = tf.keras.models.Sequential([\n", + " tf.keras.layers.Dense(16, activation='relu', input_shape=(X.shape[1],)),\n", + " tf.keras.layers.Dense(8, activation='relu'),\n", + " tf.keras.layers.Dense(1, activation='sigmoid')\n", + " ])\n", + " model.compile(\n", + " optimizer='adam',\n", + " loss='binary_crossentropy',\n", + " metrics=['accuracy']\n", + " )\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/arthurdanjou/Workspace/studies/.venv/lib/python3.12/site-packages/keras/src/layers/core/dense.py:93: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 70: early stopping\n", + "Restoring model weights from the end of the best epoch: 60.\n", + "Epoch 58: early stopping\n", + "Restoring model weights from the end of the best epoch: 48.\n", + "Epoch 20: early stopping\n", + "Restoring model weights from the end of the best epoch: 10.\n", + "Restoring model weights from the end of the best epoch: 100.\n", + "Epoch 90: early stopping\n", + "Restoring model weights from the end of the best epoch: 80.\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy moyenne sur validation croisée : 0.7082\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import StratifiedKFold\n", + "from keras.callbacks import EarlyStopping\n", + "\n", + "\n", + "skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n", + "accuracies = []\n", + "fold = 1\n", + "\n", + "early_stopping = EarlyStopping(\n", + " monitor='val_loss',\n", + " patience=10,\n", + " restore_best_weights=True,\n", + " verbose=1\n", + ")\n", + "\n", + "fig, axes = plt.subplots(3, 2, figsize=(15, 20))\n", + "axes = axes.ravel()\n", + "\n", + "for train_idx, val_idx in skf.split(X_train_scaled, y_train):\n", + " X_tr, X_val = X_train_scaled[train_idx], X_train_scaled[val_idx]\n", + " y_tr, y_val = y_train.iloc[train_idx], y_train.iloc[val_idx]\n", + "\n", + " model = build_model()\n", + " history = model.fit(X_tr, y_tr,\n", + " validation_data=(X_val, y_val),\n", + " epochs=100, batch_size=16, verbose=0, callbacks=[early_stopping])\n", + "\n", + " acc = model.evaluate(X_val, y_val, verbose=0)[1]\n", + " accuracies.append(acc)\n", + "\n", + " axes[fold-1].plot(history.history['loss'], label='Train')\n", + " axes[fold-1].plot(history.history['val_loss'], '--', label='Validation')\n", + " axes[fold-1].set_title(f'Fold {fold}')\n", + " axes[fold-1].set_xlabel('Époques')\n", + " axes[fold-1].set_ylabel('Binary Crossentropy Loss')\n", + " axes[fold-1].legend()\n", + " axes[fold-1].grid(True)\n", + " fold += 1\n", + "\n", + "# Hide the last (empty) subplot\n", + "axes[-1].set_visible(False)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "print(f\"Accuracy moyenne sur validation croisée : {np.mean(accuracies):.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performance finale sur test : 0.7500\n" + ] + } + ], + "source": [ + "# Évaluation finale sur le jeu de test\n", + "final_model = build_model()\n", + "final_model.fit(X_train_scaled, y_train, epochs=100, batch_size=16, verbose=0)\n", + "test_loss, test_acc = final_model.evaluate(X_test_scaled, y_test, verbose=0)\n", + "print(f\"Performance finale sur test : {test_acc:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Dans le cadre de la classification binaire à partir du dataset Breast Cancer Coimbra, le respect de la distribution des classes lors de la séparation des données est une condition essentielle à la validité des résultats expérimentaux.\n", + "\n", + "1. Utilisation de stratify=y dans train_test_split\n", + "Lors de la séparation du jeu de données en un ensemble d'entraînement et un ensemble de test, nous avons recours à la fonction train_test_split de la bibliothèque scikit-learn. Afin de garantir que les proportions des classes cibles soient conservées dans les deux sous-ensembles, l’argument stratify=y est utilisé.\n", + "\n", + "Cette précaution est particulièrement importante dans le cas de jeux de données déséquilibrés, comme c’est le cas ici, où les deux classes de la variable cible (\"Classification\") ne sont pas également représentées. Un échantillonnage aléatoire simple pourrait introduire un déséquilibre important entre les classes dans le jeu de test, rendant les métriques de performance peu fiables et favorisant potentiellement une classe au détriment de l’autre. L’option stratify=y assure donc une représentativité statistique des classes dans chacun des sous-échantillons.\n", + "\n", + "2. Recours à StratifiedKFold pour la validation croisée\n", + "De manière analogue, lors de l'évaluation du modèle par validation croisée, nous avons choisi l’utilisation de la méthode StratifiedKFold. Contrairement à la validation croisée standard (KFold), cette méthode garantit que la proportion des classes est maintenue dans chacun des k folds.\n", + "\n", + "L’objectif est d’obtenir une estimation plus robuste et plus stable de la performance du modèle, en particulier en présence de déséquilibre entre les classes. Le maintien de la structure du dataset initial dans chaque fold limite le risque de surapprentissage (overfitting) ou de sous-apprentissage sur certains folds dominés par une seule classe.\n", + "\n", + "3. Justification statistique\n", + "Le maintien de la distribution des classes dans les procédures d’échantillonnage est une exigence classique en statistique, relevant du principe de représentativité des échantillons. En classification supervisée, l'utilisation systématique de méthodes stratifiées permet d'améliorer la validité externe des résultats (capacité du modèle à généraliser) tout en réduisant la variance des estimations obtenues lors de la validation croisée." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}