{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "fcf14358", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import math as mth\n", "import matplotlib.pyplot as plt\n", "import sklearn.model_selection as ms\n", "import sklearn.svm as sv\n", "import sklearn.metrics as met\n", "import scipy.stats as stt" ] }, { "cell_type": "code", "execution_count": 2, "id": "001ce64c", "metadata": {}, "outputs": [], "source": [ "N = 4000\n", "Min = -1\n", "Max = +1\n", "x = np.zeros((N, 3))\n", "y = np.zeros((N, 1))" ] }, { "cell_type": "code", "execution_count": 3, "id": "bcad3401", "metadata": {}, "outputs": [], "source": [ "for i in range(0, N):\n", " x[i, 0] = np.random.uniform(Min, Max)\n", " x[i, 1] = np.random.uniform(Min, Max)\n", " x[i, 2] = np.random.uniform(Min, Max)\n", " y[i, 0] = mth.sin(x[i, 0]) + 1.2 * x[i, 1] - 1.3 * x[i, 2] ** 2 + 1 + np.random.randn()/90" ] }, { "cell_type": "code", "execution_count": 14, "id": "4cb99cbd", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i in range (0, 3):\n", " plt.scatter(x[:, i], y[:, 0], s = 1)" ] }, { "cell_type": "code", "execution_count": 15, "id": "eacd47ec", "metadata": {}, "outputs": [], "source": [ "Xtr, Xte, Ytr, Yte = ms.train_test_split(x, y, train_size = 0.7, random_state = 35)" ] }, { "cell_type": "code", "execution_count": 16, "id": "363f4c8a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SVR(max_iter=1000)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svm = sv.SVR( kernel = \"rbf\", degree = 3, max_iter = 1000)\n", "svm.fit(Xtr, Ytr.ravel())" ] }, { "cell_type": "code", "execution_count": 17, "id": "91e06da4", "metadata": {}, "outputs": [], "source": [ "trPred = svm.predict(Xtr)\n", "tePred = svm.predict(Xte)" ] }, { "cell_type": "code", "execution_count": 18, "id": "0a41220b", "metadata": {}, "outputs": [], "source": [ "trMSE = met.mean_squared_error(Ytr, trPred)\n", "teMSE = met.mean_squared_error(Yte, tePred)" ] }, { "cell_type": "code", "execution_count": 19, "id": "c5c48eaf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train MSE : 0.0027647302070598016\n", "Test MSE : 0.0025976726607749184\n", "Train PCC : (0.9984443653695343, 0.0)\n", "Test PCC : (0.9984443653695343, 0.0)\n" ] } ], "source": [ "trPCC = stt.pearsonr(Ytr[:, 0], trPred)\n", "tePCC = stt.pearsonr(Ytr[:, 0], trPred)\n", "print(\"Train MSE : \", trMSE)\n", "print(\"Test MSE : \", teMSE)\n", "print(\"Train PCC : \", trPCC)\n", "print(\"Test PCC : \", tePCC)" ] }, { "cell_type": "code", "execution_count": 20, "id": "26a20230", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(Ytr[:, 0], trPred, label = \"train\", s = 1)\n", "plt.scatter(Yte[:, 0], tePred, label = \"test\", s = 1)\n", "plt.plot([-2.5, 3.5], [-2.5, 3.5], label = \"x = y\" , c = \"g\")\n", "plt.xlabel(\"Target Values\", fontsize = 11)\n", "plt.ylabel(\"Predicted Values\", fontsize = 12)\n", "plt.title('Predicted Values vs. Target Values', fontsize = 14)\n", "plt.legend()\n", "plt.grid()" ] } ], "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }