From 3cd7419e4cbb4cefd6dc93c4c1b73cf2ea9afdf5 Mon Sep 17 00:00:00 2001 From: AntoninDurousseau Date: Wed, 4 Jun 2025 14:22:33 +0200 Subject: [PATCH] Change cross validation scoring --- knn.ipynb | 113 +++++++++++++++++++++++++++++++----------------------- 1 file changed, 66 insertions(+), 47 deletions(-) diff --git a/knn.ipynb b/knn.ipynb index df12c75..a9d3a34 100644 --- a/knn.ipynb +++ b/knn.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 50, + "execution_count": 21, "id": "4e6f6cb1", "metadata": {}, "outputs": [], @@ -10,7 +10,7 @@ "from sklearn.model_selection import train_test_split\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.model_selection import cross_val_score\n", - "from sklearn.metrics import accuracy_score, f1_score, classification_report, confusion_matrix, roc_curve\n", + "from sklearn.metrics import accuracy_score, f1_score, recall_score, classification_report, confusion_matrix, roc_curve\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "import numpy as np\n", @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 22, "id": "4dd5223b", "metadata": {}, "outputs": [], @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 23, "id": "c1ab7ec9", "metadata": {}, "outputs": [ @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 24, "id": "754dce9b", "metadata": {}, "outputs": [ @@ -112,50 +112,12 @@ "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": 62, - "id": "feb42adf", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The best k for k-NN is k = 23\n" - ] - } - ], - "source": [ - "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", - "\n", - "for k in K_list:\n", - " knn = KNeighborsClassifier(n_neighbors=k)\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", - "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 " + "### 2) train-test split and rescaling of the feature " ] }, { @@ -168,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 25, "id": "70281897", "metadata": {}, "outputs": [], @@ -192,9 +154,55 @@ ")" ] }, + { + "cell_type": "markdown", + "id": "444bcf0f", + "metadata": {}, + "source": [ + "### 3) Cross validation to find the best k nearest neighbor" + ] + }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 35, + "id": "16d2efe7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The best k for k-NN is k = 5\n" + ] + } + ], + "source": [ + "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", + "\n", + "for k in K_list:\n", + " knn = KNeighborsClassifier(n_neighbors=k)\n", + " score = cross_val_score(knn, X_train_scaled, y_train, cv=5, scoring='f1')\n", + " k_scores.append(score.mean())\n", + "\n", + "k_scores = np.array(k_scores)\n", + "\n", + "k_optimal = K_list[np.argmax(k_scores)]\n", + "print(\"The best k for k-NN is k =\", k_optimal)" + ] + }, + { + "cell_type": "markdown", + "id": "5b2f376f", + "metadata": {}, + "source": [ + "### 4) Model performance " + ] + }, + { + "cell_type": "code", + "execution_count": 36, "id": "064a5aa7", "metadata": {}, "outputs": [ @@ -204,6 +212,7 @@ "text": [ "Accuracy: 0.8\n", "F1 Score: 0.798014888337469\n", + "Recall: 0.7058823529411765\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", @@ -228,7 +237,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -246,11 +255,13 @@ "\n", "acc = accuracy_score(y_test, y_pred)\n", "f1 = f1_score(y_test, y_pred, average='weighted')\n", + "rec = recall_score(y_test, y_pred)\n", "class_report = classification_report(y_test, y_pred)\n", "\n", "# Display differents performance of the model\n", "print(\"Accuracy:\", acc)\n", "print(\"F1 Score:\", f1)\n", + "print(\"Recall:\", rec)\n", "print(\"Classification Report:\\n\", class_report)\n", "\n", "# Plotting the confusion matrix\n", @@ -282,6 +293,14 @@ "plt.grid()\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c158b385", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {