{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 3: Linear regression with polynomial features\n", "[![View notebooks on Github](https://img.shields.io/static/v1.svg?logo=github&label=Repo&message=View%20On%20Github&color=lightgrey)](https://github.com/amonroym99/uva-applied-ml/blob/main/docs/notebooks/3_lin_reg_poly.ipynb)\n", "\n", "**Author:** Alejandro Monroy\n", "\n", "In the last tutorial, we introduced the linear regression model, which is a powerful tool for modeling the relationship between a dependent variable and one or more independent variables. However, linear regression is limited to capturing linear relationships. In many real-world scenarios, the relationship between variables is non-linear.\n", "\n", "In this tutorial, we will explore how to extend linear regression to capture non-linear relationships using polynomial features. By transforming the original features into polynomial features, we can fit a linear model to these transformed features, effectively capturing non-linear patterns in the data. We will also understand the concept of overfitting and how to mitigate it using regularization techniques such as Ridge regression." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Polynomial features to learn non-linear dependencies\n", "\n", "We will start with two synthetic datasets with non-linear dependencies." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1. Generating and visualizing the data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Generate synthetic datasets\n", "np.random.seed(0)\n", "x1 = np.sort(np.random.rand(30) * 2)\n", "y1 = 3 * x1 ** 2 - 5 * x1 + 3 + np.random.randn(30) * 0.2\n", "\n", "x2 = np.sort(np.random.rand(30) * 3.2 - 1)\n", "y2 = x2 ** 4 - 2 * x2 ** 3 - x2 ** 2 + x2 + 2 + np.random.randn(30) * 0.3\n", "\n", "# Plot the generated datasets\n", "plt.figure(figsize=(15, 5))\n", "\n", "# Dataset 1\n", "plt.subplot(1, 2, 1)\n", "plt.scatter(x1, y1, label='Dataset 1')\n", "plt.title('Dataset 1 (Quadratic function with noise)')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend()\n", "\n", "# Dataset 2\n", "plt.subplot(1, 2, 2)\n", "plt.scatter(x2, y2, label='Dataset 2')\n", "plt.title('Dataset 2 (Polynomial function of degree 4 with noise)')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2. Linear regression is not complex enough to learn these datasets\n", "\n", "Let's see what is the result of fitting a linear regression model to the first dataset:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# Split dataset 1 into training and test sets\n", "x1 = x1.reshape(-1, 1)\n", "x_train_1, x_test_1, y_train_1, y_test_1 = train_test_split(x1, y1, test_size=0.25, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "❗️ **Note:** Before doing the split, we reshape `x1`to turn it into a matrix with one column. This step is necessary, as the models that we will use expect the features to be a 2-dimensional vector, even if there is only one feature." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 1.066\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error\n", "\n", "# Fit a linear regression model to the training data\n", "model = LinearRegression()\n", "model.fit(x_train_1, y_train_1)\n", "\n", "# Predict y values for the training and test sets\n", "y_pred = model.predict(x_test_1)\n", "\n", "# Compute the mean squared error on the training and test sets\n", "mse = mean_squared_error(y_test_1, y_pred)\n", "print(f'MSE: {mse:.3f}')\n", "\n", "# Plot the scatter plot and the predicted linear regression line\n", "plt.scatter(x_train_1, y_train_1, color='blue', label='Training data')\n", "plt.scatter(x_test_1, y_test_1, color='orange', label='Test data (ground truth)')\n", "plt.plot(x1, model.predict(x1), color='red', linewidth=2, label='Linear regression')\n", "plt.title('Linear Regression on Dataset 1')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe that our linear model is not really a good fit for this dataset. We clearly need a curved line to get a better fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3. Polynomial Features\n", "We can model non-linear relationships by transforming the original features into polynomial terms. For example, given a feature $x$, we can create polynomial features up to degree 2 as $[1, x, x^2]$. This transformation enables linear models to fit non-linear data.\n", "\n", "Mathematically, for a feature vector $\\mathbf{x} = [x_1, x_2, \\ldots, x_n]$ and a polynomial degree $d$, the polynomial features include all combinations of $x_i$ up to the $d$-th degree. For instance, with $d = 2$, the polynomial features are:\n", "\n", "$$\n", "[1, x_1, x_2, \\ldots, x_n, x_1^2, x_1 x_2, \\ldots, x_n^2]\n", "$$\n", "\n", "This transformation allows a linear regression model to capture non-linear patterns in the data." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 0.017\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.preprocessing import PolynomialFeatures\n", "\n", "# Transform the input features to polynomial features of degree 2\n", "poly_features = PolynomialFeatures(degree=2)\n", "x_train_poly = poly_features.fit_transform(x_train_1)\n", "x_test_poly = poly_features.transform(x_test_1)\n", "\n", "# Create and fit the Linear Regression model\n", "model = LinearRegression()\n", "model.fit(x_train_poly, y_train_1)\n", "\n", "# Predict y values for the training and test sets\n", "y_train_pred = model.predict(x_train_poly)\n", "y_test_pred = model.predict(x_test_poly)\n", "\n", "# Compute the mean squared error on the training and test sets\n", "train_mse = mean_squared_error(y_train_1, y_train_pred)\n", "test_mse = mean_squared_error(y_test_1, y_test_pred)\n", "\n", "# Compute the mean squared error on the training and test sets\n", "mse = mean_squared_error(y_test_1, y_test_pred)\n", "print(f'MSE: {mse:.3f}')\n", "\n", "# Plot the scatter plot and the predicted polynomial curve\n", "plt.scatter(x_train_1, y_train_1, color='blue', label='Training data')\n", "plt.scatter(x_test_1, y_test_1, color='orange', label='Test data (ground truth)')\n", "plt.plot(np.linspace(min(x1), max(x1), 100), model.predict(poly_features.transform(np.linspace(min(x1), max(x1), 100))), color='red', linewidth=2, label='Polynomial regression (degree 2)')\n", "plt.title('Polynomial Regression (Degree 2) on Dataset 1')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like a much better fit to our dataset, considerably reducing the MSE from 1.066 to 0.017.\n", "\n", "As we did in the previous tutorial, we can read the variables in the model object to get the learnt regression formula. In this case, since we have created new polynomial features, we need to check which features were generated. The `poly_features` object stores the names of these features in the `powers_` variable. By examining this variable, we can understand the transformation applied to the original features and interpret the learnt regression formula accordingly:\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Power of polynomial features: [[0]\n", " [1]\n", " [2]]\n", "Coefficients: [ 0. -5.14342437 3.02908444]\n", "Intercept: 3.095198352031404\n" ] } ], "source": [ "print(\"Power of polynomial features: \", poly_features.powers_)\n", "print(\"Coefficients: \", model.coef_)\n", "print(\"Intercept: \", model.intercept_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Therefore, our learnt model is\n", "\n", "$$\n", "\\hat{y} = 3.03 x^2 - 5.14 x + 3.10,\n", "$$\n", "\n", "which is very similar to the function that we used to generate the data in section 1.1. 😄" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. A more complex dataset: How to deal with overfitting\n", "\n", "### 2.1. Polynomial features on the second dataset\n", "\n", "Now, let's apply linear regression with polynomial features to the second dataset. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Split dataset 2 into training and test sets\n", "x2 = x2.reshape(-1, 1)\n", "x_train_2, x_test_2, y_train_2, y_test_2 = train_test_split(x2, y2, test_size=0.25, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we might not know which degree we should use, let's apply it for some different degrees:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 15))\n", "for i, degree in enumerate([1, 2, 4, 6, 8, 10, 12, 14, 16]):\n", " poly = PolynomialFeatures(degree)\n", " x_train_poly = poly.fit_transform(x_train_2)\n", " x_test_poly = poly.transform(x_test_2)\n", " x_range_poly = poly.transform(np.linspace(min(x2), max(x2), 100))\n", " \n", " model = LinearRegression()\n", " model.fit(x_train_poly, y_train_2)\n", " \n", " y_train_pred = model.predict(x_train_poly)\n", " y_test_pred = model.predict(x_test_poly)\n", " y_range_pred = model.predict(x_range_poly)\n", " \n", " train_mse = mean_squared_error(y_train_2, y_train_pred)\n", " test_mse = mean_squared_error(y_test_2, y_test_pred)\n", " \n", " plt.subplot(3, 3, i + 1)\n", " plt.scatter(x_train_2, y_train_2, color='blue', label='Training data')\n", " plt.scatter(x_test_2, y_test_2, color='orange', label='Test data (ground truth)')\n", " plt.plot(np.linspace(min(x2), max(x2), 100), y_range_pred, color='red', linewidth=2, label=f'Polynomial degree {degree}')\n", " plt.title(f'Degree {degree}\\nTrain MSE: {train_mse:.3f}\\nTest MSE: {test_mse:.3f}')\n", " plt.xlabel('x')\n", " plt.ylabel('y')\n", " plt.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's analyze the results above. As the degree of the polynomial increases, the model becomes more complex and starts to fit the training data more closely. This can be observed in the plots where higher-degree polynomials (e.g., degree 16) show a very wiggly curve that makes drastic swings to pass through as most training points as possible. While this might seem like a good fit, it often captures the noise in the training data rather than the true underlying pattern. \n", "\n", "This is reflected in the train and test mean squared errors. The MSE on the training set decreases as the polynomial degree increases, indicating a better fit to the training data. However, the MSE on the test set increases, indicating poor generalization to new data. This phenomenon is called **overfitting**.\n", "\n", "To mitigate overfitting, one can use techniques such as:\n", "\n", "- **Using a simpler model**: This reduces the capacity of the model of overfitting to the training data. In the case of polynomial regression, we can choose a lower-degree polynomial that generalizes better to new data (e.g. degree 4).\n", "- **Cross-Validation**: Helps in selecting the optimal model parameters by evaluating model performance on different subsets of the data. We will cover cross-validation in more detail in Tutorial 5.\n", "- **Regularization**: Techniques like Ridge or Lasso add a penalty to the model complexity to prevent overfitting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2. Ridge regression\n", "Ridge regression is a technique used to prevent overfitting in linear regression models by adding a penalty to the size of the coefficients. This penalty helps to keep the coefficients small, which can improve the model's ability to generalize to new data.\n", "\n", "In ridge regression, we modify the loss function by adding a term that penalizes large coefficients. The modified loss function is:\n", "\n", "$$\n", "\\text{Loss} = \\text{MSE} + \\alpha \\sum_{i=1}^{n} \\beta_i^2\n", "$$\n", "\n", "where:\n", "\n", "- $\\text{MSE}$ is the mean squared error of the model.\n", "- $\\alpha$ is a hyperparameter that controls the strength of the penalty.\n", "- $\\beta_i$ are the coefficients of the model.\n", "\n", "The $\\alpha$ parameter determines how much we penalize large coefficients. A larger $\\alpha$ means more regularization (stronger penalty), while a smaller $\\alpha$ means less regularization.\n", "\n", "Ridge regression is especially useful when:\n", "\n", "- We have a large number of features.\n", "- The features are highly correlated.\n", "\n", "By shrinking the coefficients, ridge regression helps to reduce the variance of the model and improve its performance on new data.\n", "\n", "Let's apply ridge regression to our dataset:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import Ridge\n", "\n", "plt.figure(figsize=(15, 15))\n", "for i, degree in enumerate([1, 2, 4, 6, 8, 10, 12, 14, 16]):\n", " poly = PolynomialFeatures(degree)\n", " x_train_poly = poly.fit_transform(x_train_2)\n", " x_test_poly = poly.transform(x_test_2)\n", " x_range_poly = poly.transform(np.linspace(min(x2), max(x2), 100))\n", " \n", " model = Ridge(alpha=1.0) # You can adjust the alpha parameter for regularization strength\n", " model.fit(x_train_poly, y_train_2)\n", " \n", " y_train_pred = model.predict(x_train_poly)\n", " y_test_pred = model.predict(x_test_poly)\n", " y_range_pred = model.predict(x_range_poly)\n", " \n", " train_mse = mean_squared_error(y_train_2, y_train_pred)\n", " test_mse = mean_squared_error(y_test_2, y_test_pred)\n", " \n", " plt.subplot(3, 3, i + 1)\n", " plt.scatter(x_train_2, y_train_2, color='blue', label='Training data')\n", " plt.scatter(x_test_2, y_test_2, color='orange', label='Test data (ground truth)')\n", " plt.plot(np.linspace(min(x2), max(x2), 100), y_range_pred, color='red', linewidth=2, label=f'Polynomial degree {degree}')\n", " plt.title(f'Degree {degree}\\nTrain MSE: {train_mse:.3f}\\nTest MSE: {test_mse:.3f}')\n", " plt.xlabel('x')\n", " plt.ylabel('y')\n", " plt.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even if we still identify the same pattern as before (test MSE increases after degree >4), the overfitting is much less pronounced, especially for the higher degrees. This indicates that Ridge regression is effectively reducing the model complexity by penalizing large coefficients, which helps in preventing the model from fitting the noise in the training data.\n", "\n", "By adding the regularization term, Ridge regression ensures that the model coefficients remain small, leading to a smoother and more generalizable model. This is particularly important for higher-degree polynomial models, which tend to have large coefficients and can easily overfit the training data." ] }, { "cell_type": "markdown", "metadata": { "vscode": { "languageId": "julia" } }, "source": [ "📝 **Task for you:** Get the regression formula as we did with the first dataset and compare it with the one we used to generate the data." ] } ], "metadata": { "kernelspec": { "display_name": "tml_25", "language": "python", "name": "python3" }, "language_info": { "name": "python", "version": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 2 }