{ "cells": [ { "cell_type": "code", "execution_count": 87, "id": "f2225070", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy\n", "\n", "# Define the RBF kernel function\n", "def rbf_kernel(x, y, sigma=1.0):\n", " return np.exp(-np.linalg.norm(x - y, axis=1) ** 2 / (2 * sigma ** 2))\n", "\n", "# Compute the kernel matrix\n", "def compute_kernel_matrix(X, sigma=1.0):\n", " n_samples = X.shape[0]\n", " K = np.zeros((n_samples, n_samples))\n", " for i in range(n_samples):\n", " K[i, :] = rbf_kernel(X, X[i], sigma)\n", " return K\n", "\n", "# Train Kernel Ridge Regression\n", "def train_krr(X, y, sigma=1.0, lambd=1.0):\n", " K = compute_kernel_matrix(X, sigma)\n", " n_samples = X.shape[0]\n", " # Regularization term: lambda * I\n", " alpha = np.linalg.inv(K + lambd * np.eye(n_samples)).dot(y)\n", " return alpha\n", "\n", "# Prediction function for Kernel Ridge Regression\n", "def predict_krr(X_train, X_test, alpha, sigma=1.0):\n", " n_test_samples = X_test.shape[0]\n", " predictions = np.zeros(n_test_samples)\n", " for i in range(n_test_samples):\n", " k = rbf_kernel(X_train, X_test[i], sigma)\n", " predictions[i] = k.dot(alpha)\n", " return predictions\n", "\n", "def predictive_covariance_krr(X_train, X_test, alpha, sigma=1.0, lambd=1.0):\n", " # Compute kernel matrix K between test points and training points\n", " n_train = X_train.shape[0]\n", " n_test = X_test.shape[0]\n", " K_test_train = np.zeros((n_test, n_train))\n", " for i in range(n_test):\n", " K_test_train[i, :] = rbf_kernel(X_train, X_test[i], sigma)\n", "\n", " # Compute kernel matrix K among training points\n", " K_train = compute_kernel_matrix(X_train, sigma)\n", " \n", " # Compute the predictive mean using the alpha values\n", " predictive_mean = K_test_train.dot(alpha)\n", "\n", " # Calculate the covariance matrix for the predictions\n", " # C = K(X_test, X_test) - K_test_train * (K_train + lambd * I)^-1 * K_test_train.T\n", " K_test = compute_kernel_matrix(X_test, sigma)\n", " K_train_inv = np.linalg.inv(K_train + lambd * np.eye(n_train))\n", " predictive_covariance = K_test - K_test_train.dot(K_train_inv).dot(K_test_train.T)\n", "\n", " return predictive_mean, predictive_covariance\n", "\n", "\n", "# Example usage\n", "def f(x):\n", " return np.sin(2 * np.pi * x).ravel()\n", "\n", "X = np.random.rand(20,1) # Training data on the unit interval\n", "y = f(X) + np.random.randn(len(X))*.1 # Some function over the interval\n", "\n", "# Train the model\n", "alpha = train_krr(X, y, sigma=0.1, lambd=0.01)\n", "\n" ] }, { "cell_type": "code", "execution_count": 88, "id": "32206c28", "metadata": {}, "outputs": [], "source": [ "def plot_stuff(X,X_grid,alpha):\n", " # Predict using the model\n", " X_grid = np.linspace(0, 1, 100).reshape(-1, 1) # Test data\n", " # mu_grid = predict_krr(X, X_grid, alpha, sigma=0.1)\n", " mu_grid, Sigma_grid = predictive_covariance_krr(X, X_grid, alpha, sigma=0.1)\n", "\n", " # Plot predicted function with confidence bound\n", " plt.figure(1)\n", " plt.plot(X_grid, f(X_grid), label='True f')\n", " plt.plot(X, y,'o',label='Observations')\n", " plt.plot(X_grid, mu_grid, label='Predicted f', color='green')\n", " plt.fill_between(X_grid.squeeze(1), mu_grid- np.sqrt(np.diagonal(Sigma_grid)), mu_grid+ np.sqrt(np.diagonal(Sigma_grid)), alpha=0.2, label='1 std', color='green')\n", " plt.ylim((-2,2))\n", " plt.legend()\n", "\n", " # Plot posterior samples \n", " plt.figure(2)\n", " Sigma_grid_sqrt = np.real(scipy.linalg.sqrtm(Sigma_grid))\n", " plt.plot(X_grid, f(X_grid), label='True f')\n", " plt.plot(X, y,'o',label='Observations')\n", "\n", " for k in range(10):\n", " sample = mu_grid + Sigma_grid_sqrt @ np.random.randn(len(mu_grid)) \n", " if k ==0: plt.plot(X_grid, sample, label='Posterior sample', color='k', linewidth=.25)\n", " plt.plot(X_grid, sample, color='k', linewidth=.25)\n", " plt.ylim((-2,2))\n", " plt.legend()\n", " " ] }, { "cell_type": "code", "execution_count": 89, "id": "bdc2097f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_stuff(X,X_grid,alpha)" ] }, { "cell_type": "code", "execution_count": 90, "id": "0e134766", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_new = np.random.rand(60,1)*.2 + .1\n", "X = np.concatenate((X,X_new),axis=0)\n", "y_new = f(X_new) + np.random.randn(len(X_new))*.1 # Some function over the interval\n", "y = np.concatenate((y,y_new),axis=0)\n", "alpha = train_krr(X, y, sigma=0.1, lambd=0.01)\n", "\n", "plot_stuff(X,X_grid,alpha)" ] }, { "cell_type": "code", "execution_count": null, "id": "555cf258", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 5 }