From e4abbfaf4800b0cd557bd6b9e5ae59caaa87a199 Mon Sep 17 00:00:00 2001 From: AntoninDurousseau Date: Wed, 4 Jun 2025 13:34:30 +0200 Subject: [PATCH] Use of Erwan var --- knn.ipynb | 102 ++++++++++++++++++++++++++++++++++++++---------------- 1 file changed, 72 insertions(+), 30 deletions(-) diff --git a/knn.ipynb b/knn.ipynb index f238eac..df12c75 100644 --- a/knn.ipynb +++ b/knn.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 14, + "execution_count": 50, "id": "4e6f6cb1", "metadata": {}, "outputs": [], @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 51, "id": "4dd5223b", "metadata": {}, "outputs": [], @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 60, "id": "c1ab7ec9", "metadata": {}, "outputs": [ @@ -62,13 +62,10 @@ " \n", "# data (as pandas dataframes) \n", "X = data.drop(columns='Classification')\n", - "y = data['Classification']\n", + "y = data['Classification'].map({2: 0, 1: 1}) # Map 2 to 0 and 1 to 1, 0 = pacient healthy, 1 = pacient sick\n", " \n", "print(\"Dataset shape:\", data.shape)\n", - "print(data.head())\n", - "\n", - "# transform {1,2} to {0,1}\n", - "y = y.map({1: 0, 2: 1})" + "print(data.head())" ] }, { @@ -84,12 +81,12 @@ "id": "082c143b", "metadata": {}, "source": [ - "### Cross-validation" + "### 1) No curse of dimention " ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 61, "id": "754dce9b", "metadata": {}, "outputs": [ @@ -115,9 +112,17 @@ "Then d is small enough to insure that we are not in the curse of dimention" ] }, + { + "cell_type": "markdown", + "id": "1edfead5", + "metadata": {}, + "source": [ + "### 2) Cross validation to find the best k nearest neighbor" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 62, "id": "feb42adf", "metadata": {}, "outputs": [ @@ -125,7 +130,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The best k for k-NN is k = 22\n" + "The best k for k-NN is k = 23\n" ] } ], @@ -133,21 +138,63 @@ "k_scores = []\n", "K_list = np.arange(1, X.shape[0] // 4 ) # concidering 1/4 of the samples as neaighbors is large enough for k-NN to don't overfit\n", "\n", - "# Cross-validation to find the best k\n", "\n", "for k in K_list:\n", " knn = KNeighborsClassifier(n_neighbors=k)\n", - " score = cross_val_score(knn, X, y, cv=5, scoring='accuracy')\n", + " score = cross_val_score(knn, X, y, cv=5, scoring='accuracy') # 5-fold cross-validation\n", " k_scores.append(score.mean())\n", "\n", "k_scores = np.array(k_scores)\n", "\n", - "print(\"The best k for k-NN is k =\", np.argmax(k_scores))" + "k_optimal = K_list[np.argmax(k_scores)]\n", + "print(\"The best k for k-NN is k =\", k_optimal)" + ] + }, + { + "cell_type": "markdown", + "id": "9f74eaee", + "metadata": {}, + "source": [ + "### 3) train-test split and rescaling of the feature " + ] + }, + { + "cell_type": "markdown", + "id": "5e67beb4", + "metadata": {}, + "source": [ + "Feature scaling is important for k-NN, as it is a distance-based algorithm and is sensitive to the scale of the features. This means that if some data are much farther from others due to unscaled features, it can damage the quality of the predictions." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, + "id": "70281897", + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42) # train/test split with 70% training and 30% testing\n", + "\n", + "\n", + "# Feature scaling\n", + "scaler = StandardScaler()\n", + "\n", + "X_train_scaled = pd.DataFrame(\n", + " scaler.fit_transform(X_train),\n", + " columns=X_train.columns,\n", + " index=X_train.index\n", + ")\n", + "\n", + "X_test_scaled = pd.DataFrame(\n", + " scaler.transform(X_test),\n", + " columns=X_test.columns,\n", + " index=X_test.index\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 64, "id": "064a5aa7", "metadata": {}, "outputs": [ @@ -160,8 +207,8 @@ "Classification Report:\n", " precision recall f1-score support\n", "\n", - " 0 0.86 0.71 0.77 17\n", - " 1 0.76 0.89 0.82 18\n", + " 0 0.76 0.89 0.82 18\n", + " 1 0.86 0.71 0.77 17\n", "\n", " accuracy 0.80 35\n", " macro avg 0.81 0.80 0.80 35\n", @@ -171,7 +218,7 @@ }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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" ] @@ -191,16 +238,11 @@ } ], "source": [ - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n", "\n", - "scaler = StandardScaler()\n", - "X_train = scaler.fit_transform(X_train)\n", - "X_test = scaler.transform(X_test)\n", + "knn = KNeighborsClassifier(n_neighbors=k_optimal) # using the best k founded earlier\n", + "knn.fit(X_train_scaled, y_train)\n", "\n", - "knn = KNeighborsClassifier(n_neighbors=22) # using the best k found\n", - "knn.fit(X_train, y_train)\n", - "\n", - "y_pred = knn.predict(X_test)\n", + "y_pred = knn.predict(X_test_scaled)\n", "\n", "acc = accuracy_score(y_test, y_pred)\n", "f1 = f1_score(y_test, y_pred, average='weighted')\n", @@ -211,7 +253,7 @@ "print(\"F1 Score:\", f1)\n", "print(\"Classification Report:\\n\", class_report)\n", "\n", - "# Plottinf the confusion matrix\n", + "# Plotting the confusion matrix\n", "cm = confusion_matrix(y_test, y_pred)\n", "plt.figure(figsize=(8, 6))\n", "plt.imshow(cm, interpolation='nearest', cmap=plt.cm.Blues)\n", @@ -227,7 +269,7 @@ "plt.show()\n", "\n", "# Plotting ROC curve\n", - "fpr, tpr, thresholds = roc_curve(y_test, knn.predict_proba(X_test)[:, 1])\n", + "fpr, tpr, thresholds = roc_curve(y_test, knn.predict_proba(X_test_scaled)[:, 1])\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(fpr, tpr, color='blue', label='ROC curve (area = {:.2f})'.format(f1))\n", "plt.plot([0, 1], [0, 1], color='red', linestyle='--')\n",