{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Linear Regression, the LASSO and Ridge" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Author: Omar Al-Ghattas" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In this lab we will explore linear models in more depth, specifically:\n", "\n", "1. Linear regression and how to run a linear regression model in the Python library `scikit-klearn`, also commonly referred to as `sklearn`. The focus here will be on practical aspects of the modelling, and you should look at the tutorial this week to understand what is going on under the hood. It is important for you to understand both the theory and pratical side of the concepts we cover throughout the course.\n", "\n", "2. Regularized linear models, namely the LASSO and Ridge models. \n", "\n", "**Note: this notebook has only been tested using Python 3.**" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### What is `sklearn` ?\n", "Throughout this course, we will be relying heavily on the `sklearn` module which contains implementations of many of the algorithms that will be covered. The following links to a summary of the different types of algorithms available, you will likely need to make use of all of them at some point in the course:\n", "\n", "https://scikit-learn.org/stable/\n", "\n", "Here is a short summary of what the different sections mean:\n", "\n", "1. Classification: contains implementations of classification models such as SVM and Naive Bayes. Classification refers to the case where we have access to data of the form $(x_i, c_i)$, where $x_i$ is a collection of features, and $c_i$ is a class label. For example, in an image classification task, we might have access to images of cats and dogs, and wish to build a classifier that takes as input $x_i$ (a collection of pixels), and predicts the correct class label (0 for cat, 1 for dog). Importantly, the class label is always one of a discrete number of possible choices.\n", "\n", "2. Regression: Similar to classification, except that now we have data $(x_i, y_i)$ and $y_i$ is a continuous value. For example, $x_i$ could represent information about a patient (e.g. age, weight, height, blood pressure) and $y_i$ could represent the patients chance of recovering from a particular surgery.\n", "\n", "3. Clustering: Both 1. and 2. are examples of supervised learning, since we have access to a label ($c_i$) or target value $(y_i)$. In many cases of interest, we do not have access to a label, we only have access to $x_i$. For example, you have access to 100,000 machine-readable texts. You would like to understand which of the texts are 'similar'. In this case you might employ a clustering algorithm to group similiar texts into the same clusters. If your clustering algorithm is successful, your clusters might correspond to texts written by the same author, or texts of the same genre, etc.\n", "\n", "4. Dimensionality reduction: Often the $x_i$ in categories of 1., 2., 3. can be massive. For example, an 3.1 megapixel image is 2048 pixels in width, and 1536 pixels in height, and can be represented as a matrix of pixel values:\n", "\n", "$$\n", "x_i = \\begin{bmatrix}\n", "p_{1,1}&p_{1,2} &p_{1,3} & \\cdots p_{1,2048}\\\\\n", "p_{2,1}&p_{2,2} &p_{2,3} & \\cdots p_{2,2048}\\\\\n", "\\vdots&\\vdots &\\vdots & \\cdots \\vdots\\\\\n", "p_{1536,1}&p_{1536,2} &p_{1536,3} & \\cdots p_{1536,2048}\\\\\n", "\\end{bmatrix}\n", "$$\n", "\n", "where each element represents the brightness of that particular portion of the image. Note that we therefore have a total of ~3.1 million pixels. In many cases, we don't really believe that we need this many pixels to understand what is contained in the image, and more importantly, it is often difficult to run a machine learning algorithm on such a high dimensional problem in a reasonable amount of time. For example, an image of a dog can be identified by noting that the image contains pointy ears, a tail, and a black nose, and this information might be contained in a collection of 10,000 pixels. It is therefore important to understand how one might reduce an input $x_i \\in \\mathbb{R}^p$ to some lower dimensional $z_i \\in \\mathbb{R}^k$, where $k \\ll p$, and where $z_i$ retains much of the information contained in $x_i$. This is what the algorithms in this sub-module do.\n", "\n", "5. Model Selection: it is important to not only know how to build a model, but also be able to pick the best model out of a collection of models. This sub-module contains algorithms to do just that. It also contains important functions that allow us to perform cross validation to choose hyperparameters, something that will be important to us in future weeks (and for the final project).\n", "\n", "6. Preprocessing: Before running a machine learning algorithm, we usually need to perform a fair amount of preprocessing to the original data before. For example, we might wish to scale our feature vectors to be in the range [0,1], or we might want to handle missing data, or generate new features.\n", "\n", "You are encouraged to refer to this link regularly. In this lab, we will focus on linear regression, which is contained in the Regression section:\n", "\n", "https://scikit-learn.org/stable/supervised_learning.html#supervised-learning" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Linear Models in `sklearn`\n", "\n", "In the following, we will:\n", "\n", "1. use `sklearn` to create a toy dataset with a specified number of samples ($n$) and features ($p$)\n", "2. split the data into train and test sets\n", "3. fit a linear regression model, a LASSO model, and a ridge model to the training data. For reference, recall that the three models solve the following different objectives:\n", "- linear model: $\\hat{\\beta} = \\arg \\min_{\\beta} \\frac{1}{n}\\|y-X \\beta\\|^2_2$\n", "- LASSO model: $\\hat{\\beta}_{\\text{LASSO}} = \\arg \\min_{\\beta} \\frac{1}{n}\\|y-X \\beta\\|^2_2 + \\lambda \\| \\beta \\|_1$\n", "- Ridge model: $\\hat{\\beta}_{\\text{Ridge}} = \\arg \\min_{\\beta} \\frac{1}{n}\\|y-X \\beta\\|^2_2 + \\alpha \\| \\beta \\|_2^2$\n", "4. Evaluate each of the models on the test data and compare them using various metrics\n", "\n", "The MSE term is a `data-fit' term, which measures how well the model fits the data by looking at the distance of the true $y$ values to the predicted values $\\hat{y} = X\\beta$, and the second term (in LASSO and ridge) is a penalty term that increases as the length of the solution increases. Length is a proxy for the complexity of the model, and so we can think of this term as preferring simpler models to more complex ones. LASSO and Ridge therefore represent a trade-off: on the one hand they would like to get a perfect fit and reduce the first term to zero, but this can only really be done with very complex models that will lead the penalty term to become very large. Note also that $\\alpha$ and $\\lambda$ are known as hyper-parameters, whereas we generally refer to $\\beta$ as the unknown parameter, or weights of the model.\n", "\n", "Throughout, pay close attention to which sub-modules are being used, and check out the `sklearn` documentation which is often an excellent reference. Also note that we are fitting the most basic form of each model, and you should dig deeper to understand the different arguments available." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression, Lasso, Ridge\n", "from sklearn.datasets import make_regression\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error \n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# set a random seed for reproducibility\n", "rs = np.random.RandomState(123)\n", "\n", "# create a dataset of X, y pairs\n", "n = 1000 # number of samples\n", "p = 10 # number of features\n", "noise = 0.4 # add noise to the data\n", "nmb_informative=p//2 # how many of the p feature are actually useful for prediction\n", "X, y = make_regression(n, p, \n", " noise=noise, \n", " n_informative=nmb_informative, \n", " random_state=rs)\n", "\n", "# split into training data and test data\n", "train_prop = 0.7 # proportion of data in train\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=train_prop, random_state=rs)\n", "\n", "# fit models to train data\n", "m_linearReg = LinearRegression().fit(X_train, y_train)\n", "m_lasso = Lasso().fit(X_train, y_train)\n", "m_ridge = Ridge().fit(X_train, y_train)\n", "\n", "# compute predictions of each model on the train data\n", "ypred_train_linearReg = m_linearReg.predict(X_train)\n", "ypred_train_lasso = m_lasso.predict(X_train)\n", "ypred_train_ridge = m_ridge.predict(X_train)\n", "\n", "# compute predictions of each model on the test data\n", "ypred_test_linearReg = m_linearReg.predict(X_test)\n", "ypred_test_lasso = m_lasso.predict(X_test)\n", "ypred_test_ridge = m_ridge.predict(X_test)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Note that the `sklearn` implementations all have the same methods, so understanding how the `linearRegression` implementation works means you pretty much understand how any other regression algorithm in `sklearn` works too. \n", "\n", "Now, we have fit various models, and wish to evaluate them. We can use a pandas dataframe to make this look nice:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Model train MSE test MSE train MAE test MAE\n", "0 linear regression 0.149341 0.176663 0.311016 0.335070\n", "1 lasso 4.946920 4.417365 1.801390 1.696136\n", "2 ridge 0.194082 0.202391 0.358065 0.361885\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# first compute metrics and store them in array\n", "loss_data = [\n", " ['linear regression', \n", " mean_squared_error(y_train, ypred_train_linearReg), \n", " mean_squared_error(y_test, ypred_test_linearReg), \n", " mean_absolute_error(y_train, ypred_train_linearReg), \n", " mean_absolute_error(y_test, ypred_test_linearReg)\n", " ],\n", " ['lasso', \n", " mean_squared_error(y_train, ypred_train_lasso), \n", " mean_squared_error(y_test, ypred_test_lasso),\n", " mean_absolute_error(y_train, ypred_train_lasso), \n", " mean_absolute_error(y_test, ypred_test_lasso)\n", " ],\n", " ['ridge', \n", " mean_squared_error(y_train, ypred_train_ridge), \n", " mean_squared_error(y_test, ypred_test_ridge),\n", " mean_absolute_error(y_train, ypred_train_ridge), \n", " mean_absolute_error(y_test, ypred_test_ridge)\n", " ]\n", "]\n", "\n", "# create a pandas dataframe and feed it the array and naming the columns\n", "loss_df = pd.DataFrame(loss_data, \n", " columns=['Model', 'train MSE', 'test MSE', 'train MAE', 'test MAE'])\n", "print(loss_df)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ " \n", "\n", "#### Exercise:\n", " \n", "Can you think of a good reason why the lasso performs so poorly in this scenario? Hint: hyperparameters" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "Recall that the lasso has an extra parameter, $\\lambda$. When we ran the lasso regression we didn't specify a value and so `sklearn` chose the default value of $\\lambda=1$, which seems to have been a terrible choice for this particular problem. One can specify a specific value of $\\lambda=0.1$ for example by running\n", "\n", "`Lasso(alpha=0.1)`" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "One way to (algorithmically) choose a better $\\lambda$ is to perform cross validation, which we will explore in more depth a little later in the lab. For now, we note that sklearn has an in built object that does LASSO regression that automatically performs cross validation for the choice of $\\lambda$, called `LassoCV` - note that there is also a `RidgeCV` object available. Choosing $\\lambda$ properly should make a big difference in our results. We use it as follows:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Modeltrain MSEtest MSEtrain MAEtest MAE
0linear regression0.1493410.1766630.3110160.335070
1lasso4.9469204.4173651.8013901.696136
2ridge0.1940820.2023910.3580650.361885
3lasso CV0.1994970.2080730.3629430.362666
\n", "
" ], "text/plain": [ " Model train MSE test MSE train MAE test MAE\n", "0 linear regression 0.149341 0.176663 0.311016 0.335070\n", "1 lasso 4.946920 4.417365 1.801390 1.696136\n", "2 ridge 0.194082 0.202391 0.358065 0.361885\n", "3 lasso CV 0.199497 0.208073 0.362943 0.362666" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import LassoCV\n", "\n", "m_lassoCV = LassoCV().fit(X_train, y_train) # automatically perform CV for choice of lambda\n", "ypred_train_lassoCV = m_lassoCV.predict(X_train)\n", "ypred_test_lassoCV = m_lassoCV.predict(X_test)\n", "\n", "# add row to loss_df\n", "lassoCV_row = {'Model': 'lasso CV', \n", " 'train MSE': mean_squared_error(y_train, ypred_train_lassoCV), \n", " 'test MSE': mean_squared_error(y_test, ypred_test_lassoCV),\n", " 'train MAE': mean_absolute_error(y_train, ypred_train_lassoCV), \n", " 'test MAE' :mean_absolute_error(y_test, ypred_test_lassoCV)}\n", "\n", "pd.concat([loss_df, pd.DataFrame([lassoCV_row])], ignore_index=True)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a minute to inspect our fitted linear model object. Recall that a linear model just minimizes an objective:\n", "$$\n", "\\hat{\\beta} = \\arg \\min_{\\beta} = \\frac{1}{n} \\| y-X\\beta\\|^2_2\n", "$$\n", "If we want to access the estimate computed, i.e. the value of $\\hat{\\beta}$, we can do so by running\n", "\n", "\n", "- $\\hat{\\beta}_0 \\leftrightarrow$ `m_linearReg.intercept_`\n", "- $[\\hat{\\beta}_1, \\hat{\\beta}_2, \\dots, \\hat{\\beta}_p ] \\leftrightarrow$ `m_linearReg.coef_`\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### What's in a feature?\n", "In this section, let's investigate how choosing the wrong features can impact the performance of our model. We will work with a single feature in this case. We will specify a \"true\" function $f(x)=x^2$, and then create a `data generating process' which will let us sample noisy observations from $f$. We do this by sampling:\n", "\n", "$$\n", "y = f(x) + \\epsilon, \\qquad \\epsilon \\sim N(0, \\sigma^2).\n", "$$\n", "\n", "In other words, each observation $y$ in our dataset is $f$ evaluated at the point $x$, plus some random Gaussian noise. We will first generate $n$ data points in this way, and then try to fit a model to the resulting dataset. We will fit two models:\n", "\n", "1. bad model: $\\hat{y} = b_0 + b_1 x$\n", "1. good model: $\\tilde{y} = w_0 + w_1 x^2$\n", "\n", "We call the first model a bad model since we know that the true underlying function is the square function, but we are only including $x$ in our model. The second model is the good model because it uses the correct feature. We will work with a single feature so that we can easily visualise the different model fits." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "n = 40\n", "X = np.random.uniform(-1, 1, size=(n,1)) # generate 100 points uniformly on [-1,1] and shape into column\n", "noise = np.random.normal(0, 0.2, size=(n,1)) # generate 100 noise variables with sigma=0.2\n", "f = lambda x: x**2 # true function f(x) = x^2\n", "y = f(X) + noise # noisy observations\n", "\n", "bad_mod = LinearRegression().fit(X, y)\n", "good_mod = LinearRegression().fit(X**2, y)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# visualization code - see intro lab for more details on plotting\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14,5))\n", "xrange = np.linspace(-1,1,1000)\n", "\n", "# first axis\n", "ax1.plot(xrange, f(xrange), color='blue', label='truth')\n", "ax1.scatter(X, y, color='orange', label='noisy samples')\n", "\n", "# create function for bad_mod\n", "bad_lr = lambda x: bad_mod.intercept_[0] + bad_mod.coef_[0][0]*x\n", "\n", "ax1.plot(xrange, bad_lr(xrange), color='green', label='bad_mod')\n", "ax1.legend()\n", "ax1.set_title(\"bad model, $\\hat{y} = b_0 + b_1 x$\")\n", "\n", "# second axis\n", "ax2.plot(xrange, f(xrange), color='blue', label='truth')\n", "ax2.scatter(X, y, color='orange', label='noisy samples')\n", "\n", "# create function for good_mod\n", "good_lr = lambda x: good_mod.intercept_[0] + good_mod.coef_[0][0]*(x**2)\n", "ax2.plot(xrange, good_lr(xrange), color='green', label='good_mod')\n", "ax2.legend()\n", "ax2.set_title(\"good model, $\\\\tilde{y} = w_0 + w_1 x^2$\")\n", "\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "From the above exercise, we can see that it is absolutely crucial to think about what features to include in your model.\n", "\n", " \n", "\n", "#### Exercise:\n", " \n", "Repeat the above experiment with a different true function, plot the results and compute the MSE between the bad and good models" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Exploring a real dataset\n", "We now look at a real-life dataset contained in `life_expectancy.csv` and introduce some techniques for data exploration. Data exploration is important for identifying both model and possible features to include in your model. In the previous example, we knew exactly what the 'true' model was, but in reality we only have access to the data and must somehow use this data to learn a good estimate of the truth. The following is a rough guide for what should be done with real data and you should expand on these techniques throughout the course (especially in your group projects).\n", "\n", "Data summary: the 9 features in the dataset represent Infant deaths, Alcohol, Percentage expenditure, Hepatitis B, Measles, BMI, Total expenditure, Population and Schooling. The target of interest is Life expectancy. There are a total of 500 records.\n", "\n", "Let's read in the data and generate a few exploratory plots. Usually we are looking to understand:\n", "\n", "1. The distribution of the target variable and the explanatory variables (the features)\n", "2. Are there any noticeable outliers?\n", "3. What is the relationship between the target variable and the features? If it is linear, then a linear model is a good choice for example.\n", "\n", "This process is usually called the 'Exploratory Data Analysis (EDA)' stage. We will plot using the `seaborn` module which produces some nice plots easily when working with pandas dataframes, but all of these plots can be created using matplotlib of course." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "le_df = pd.read_csv(\"life_expectancy.csv\") # loading in data using pandas" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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CVPTKEAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=le_df['Life expectancy']) # inspecting distribution of target variable using a boxplot\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Next, we look at the correlations between the target variable (Life expectancy) and the other variables. If features are highly correlated (either positively or ngetaively) then they should be good additions to the model. Note however that these correlations only capture linear correlations, and it is possible for two variables to be related even if their correlation is zero. See here for some nice examples:\n", "\n", "https://blog.revolutionanalytics.com/2017/05/the-datasaurus-dozen.html\n", "\n", "Note that a correlation matrix is symmetric, so elements above the diagonal are identical to those below the diagonal. For this reason we only need to view the lower triangular portion of the matrix." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "corr_mat = le_df.corr() # compute the correlation matrix\n", "\n", "mask = np.zeros_like(corr_mat, dtype=bool) # mask out upper triangle (correlation matrices are symmetric)\n", "mask[np.triu_indices_from(mask)] = True\n", "\n", "\n", "f, ax = plt.subplots(figsize=(11, 9))\n", "cmap = sns.diverging_palette(220, 10, as_cmap=True) # generate custom colormap\n", "sns.heatmap(corr_mat, mask=mask, cmap=cmap, vmax=.3, center=0,\n", " square=True, linewidths=.5, cbar_kws={\"shrink\": .5})\n", "\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Another important type of plot is the pair plot, which plots a scatter of each variable against every other variable. Note that the diagonals contain histograms of each variable. We usually want to look for variables that seem to be related based on their scatters." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(le_df)\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ " \n", "\n", "#### Extended Exercise: LASSO vs. Ridge\n", "In this exercise, we will explore the differences between LASSO and Ridge regression models, and we will take a deep look at cross validation and how it works for choosing hyper-parameters for these models. You need to do the following:\n", "\n", "Q1. Consider the dataset: `data.csv`, with response $Y$ and features $X_1,\\dots, X_8$. Create a pairs plot to study the correlations between the features. Describe what you see and how this might affect a linear regression model.\n", "\n", "Q2. In order for LASSO and Ridge to be run properly, we often rescale the features in the dataset. Explain Why. Then, use the `sklearn.preprocessing.StandardScaler` function to scale your features. Print out the mean and variance of each of the 8 features (after they have been scaled).\n", "\n", "Q3. Now we will apply ridge regression to this dataset, recall that ridge regression is defined as the solution to the optimisation:\n", " \\begin{align*}\n", " \\hat{\\beta} = \\arg\\min \\left \\{ \\frac{1}{2}\\|Y-X\\beta \\|^2_2 + \\lambda \\| \\beta\\|_2^2\\right \\}.\n", " \\end{align*}\n", " Run ridge regression with $\\lambda = \\{0.01,0.1,0.5,1,1.5, 2,5,10, 20, 30,50, 100, 200, 300\\}$. Create a plot with $x$-axis representing $\\log(\\lambda)$, and $y$-axis representing the value of the coefficient for each feature in each of the fitted ridge models. In other words, the plot should describe what happens to each of the coefficients in your model for the different choices of $\\lambda$. For this problem you are permitted to use the \\texttt{sklearn} implementation of Ridge regressiom to run the models and extract the coefficients, and base matplotlib/numpy to create the plots but no other packages are to be used to generate this plot. In a few lines, comment on what you see, in particular what do you observe for features $3, 4, 5$?\n", " \n", "Q4. Now, use Leave-One-Out Cross Validation (LOOCV) to find a good value of $\\lambda$ for the ridge problem. Create a grid of $\\lambda$ values running from $0$ to $50$ in increments of $0.1$, so the grid would be: $0, 0.1, 0.2,\\dots, 50$. For each data point $i=1,\\dots, n$, run ridge with each $\\lambda$ value on the dataset with point $i$ removed, find $\\hat{\\beta}$, then get the leave-one-out error for predicting $Y_i$. Average the squared error over all $n$ choices of $i$. Plot the leave-one-out error against $\\lambda$ and find the best $\\lambda$ value. Compare your results to standard Ordinary Least Squares (OLS), does the ridge seem to give better prediction error based on your analysis? Note that for this question you are \\textbf{not} permitted to use any existing packages that implement cross validation, you must write the code yourself from scratch. You must create the plot yourself from scratch using basic matplotlib functionality.\n", "\n", "Q5. Repeat Q3 but for the LASSO\n", "\n", "Q6. Repeat Q4 but for the LASSO\n", "\n", "Q7. Comment on what you observe and which model you would prefer in a prediction problem. What about an inference problem?" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ " \n", "\n", "#### Q1\n", "From the pairs plot, we can see an almost perfect correlation between X3, X4 and X5. In general, there is a large amount of multicollinearity in the dataset. Including all of the variables into the model will introduce multicollinearity in to the regression, which may cause issues such as not being able to compute the MLE estimate of $\\beta$ since\n", " the data matrix may be rank deficient and so $X^T X$ may not be invertible. Further issues would be that interpretation of the regression coefficients for each of the predictors would not be as accurate as in the non-collinear case, since we cannot hold any one variable constant whilst changing the other. We might also expect to see larger standard error estimates for the regression coefficients." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#### Solution\n", "data = pd.read_csv(\"data.csv\")\n", "X = data.iloc[:,:-1]\n", "Y = data.iloc[:,-1]\n", "sns.pairplot(data.iloc[:,:-1])\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ " \n", " \n", "#### Q2\n", "The LASSO regression objective places a penalty on the size of the weight vector $\\|\\beta\\|_1$. The coefficient $\\beta_j$ assigned to feature $j$ will be affected by the magnitude of the feature. Therefore, a coefficient could be arbitrarily large if the feature values are arbitrarily large, even if that feature is not particularly important. To make the comparison across features less arbitrary, we standardize them all to be on the same scale." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'X' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[1], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m#### Solution\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpreprocessing\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m StandardScaler\n\u001b[0;32m----> 4\u001b[0m scaler \u001b[38;5;241m=\u001b[39m StandardScaler()\u001b[38;5;241m.\u001b[39mfit(X)\n\u001b[1;32m 5\u001b[0m scaled_X \u001b[38;5;241m=\u001b[39m scaler\u001b[38;5;241m.\u001b[39mtransform(X)\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFeature Means: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mscaled_X\u001b[38;5;241m.\u001b[39mmean(axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;66;03m# all effectively equal to 0\u001b[39;00m\n", "\u001b[0;31mNameError\u001b[0m: name 'X' is not defined" ] } ], "source": [ "#### Solution\n", "\n", "from sklearn.preprocessing import StandardScaler\n", "scaler = StandardScaler().fit(X)\n", "scaled_X = scaler.transform(X)\n", "\n", "print(f\"Feature Means: {scaled_X.mean(axis=0)}\") # all effectively equal to 0\n", "print(f\"Feature Variances: {scaled_X.var(axis=0)}\") # all effectively equal to 1" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ " \n", " \n", "#### Q3\n", "Here I run the model for the various values of $\\lambda$ and plot the Ridge path for each of the covariates in the model excluding the intercept. We can see that as $\\lambda$ is made larger, the coefficients are shrunk towards zero as the optimisation method tries harder to satistfy the norm constraint. In particular, we can see that for very small values of $\\lambda$, X3 and X4 had almost opposite coefficients, and as $\\lambda$ is increased, they are given equal weight in the model. This is due to the nature of the 2 norm, which prefers to give uniform weight to variables that are interchangeable in the model, rather than remove one and keep the other as is the case with the 1-norm. These two variables are perfectly correlated so we see this effect much earlier. For the X5 variable, which is also strongly correlated, we see the model give all three variables uniform weight eventually. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#### Solution\n", "\n", "lambdas = [0.01,0.1,0.5,1,1.5, 2,5,10, 20, 30,50, 100, 200, 300]\n", "N = len(lambdas)\n", "coefs_mat = np.zeros((scaled_X.shape[1], N))\n", "for i in range(N):\n", " L = lambdas[i]\n", " ridge_lm = Ridge(alpha=L).fit(scaled_X, Y)\n", " coefs_mat[:,i] = ridge_lm.coef_\n", "\n", "colors = ['red', 'brown', 'green', 'blue', 'orange', 'pink', 'purple', 'grey']\n", "plt.figure(figsize=(10,10))\n", "for i in range(X.shape[1]):\n", " lab = \"X\" + str(i + 1)\n", " plt.plot(np.log(lambdas), coefs_mat[i], label=lab, color=colors[i])\n", " plt.legend()\n", "plt.xlabel(r\"log($\\lambda$)\")\n", "plt.ylabel(\"Estimated Coefficient\")\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ " \n", " \n", "#### Q4 \n", "We see the optimal value in terms of lowest LOOCV score occuring for a choice of $\\lambda =22.3.$ Obviously this is doing much better than OLS since OLS corresponds to the $\\lambda=0$ case." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#### Solution\n", "\n", "lambdas = np.arange(0, 50.1, step=0.1)\n", "n = scaled_X.shape[0]\n", "N = lambdas.shape[0]\n", "CV_score = np.zeros(N)\n", "curIdx = 0\n", "Y = Y.to_numpy()\n", "for L in lambdas:\n", " sq_errs = 0.\n", " for i in range(n):\n", " x_i = scaled_X[i]\n", " x_removed_i = np.delete(scaled_X, i, axis=0) # dataset without i-th observation\n", " y_i = Y[i]\n", " y_removed_i = np.delete(Y, i, axis=0)\n", "\n", " mod = Ridge(alpha=L).fit(x_removed_i, y_removed_i)\n", " sq_errs += (mod.predict(x_i.reshape(1,-1))-y_i)**2\n", "\n", " CV_score[curIdx] = sq_errs/n\n", " curIdx += 1\n", "\n", "min_idx = np.argmin(CV_score)\n", "plt.plot(lambdas, CV_score)\n", "plt.xlabel(r\"$\\lambda$\")\n", "plt.ylabel(\"LOOCV Score (Ridge)\")\n", "plt.axvline(x=lambdas[min_idx], color=\"red\")\n", "plt.annotate(f\"$\\lambda = {lambdas[min_idx]}$\", xy=(25,1800))\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ " \n", " \n", "#### Q5\n", "We see a similar pattern to the ridge case except that now the 1-norm penalty of the LASSO forces X4 to be zero and attached all weight to X3 since these two variables carry the same signal. In the ridge case the signal was spread uniformly across, but the LASSO prefers sparse solutions and so picks only one of them. The LASSO ends up setting all variables to zero as $\\lambda$ is made to be increasingly large, something that does not happen in the Ridge case." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#### Solution\n", "\n", "lambdas = [0.01,0.1,0.5,1,1.5, 2,5,10, 20, 30,50, 100, 200, 300]\n", "N = len(lambdas)\n", "coefs_mat = np.zeros((scaled_X.shape[1], N))\n", "for i in range(N):\n", " L = lambdas[i]\n", " lasso_lm = Lasso(alpha=L).fit(scaled_X,Y)\n", " coefs_mat[:,i] = lasso_lm.coef_\n", "\n", "colors = ['red', 'brown', 'green', 'blue', 'orange', 'pink', 'purple', 'grey']\n", "plt.figure(figsize=(10,10))\n", "for i in range(X.shape[1]):\n", " lab = \"X\" + str(i + 1)\n", " plt.plot(np.log(lambdas), coefs_mat[i], label=lab, color=colors[i])\n", " plt.legend()\n", "plt.xlabel(r\"log($\\lambda$)\")\n", "plt.ylabel(\"Estimated Coefficient\")\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ " \n", " \n", "#### Q6" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#### Solution\n", "\n", "# throws a lot of annoying warnings for alpha=0.0 case, suppress them here\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "lambdas = np.arange(0, 20.1, step=0.1)\n", "n = scaled_X.shape[0]\n", "N = lambdas.shape[0]\n", "CV_score = np.zeros(N)\n", "curIdx = 0\n", "for L in lambdas:\n", " sq_errs = 0.\n", " for i in range(n):\n", " x_i = scaled_X[i]\n", " x_removed_i = np.delete(scaled_X, i, axis=0) # dataset without i-th observation\n", " y_i = Y[i]\n", " y_removed_i = np.delete(Y, i, axis=0)\n", "\n", " mod = Lasso(alpha=L).fit(x_removed_i, y_removed_i, )\n", " sq_errs += (mod.predict(x_i.reshape(1,-1))-y_i)**2\n", "\n", " CV_score[curIdx] = sq_errs/n\n", " curIdx += 1\n", "\n", "min_idx = np.argmin(CV_score)\n", "plt.plot(lambdas, CV_score)\n", "plt.xlabel(r\"$\\lambda$\")\n", "plt.ylabel(\"LOOCV Score (LASSO)\")\n", "plt.axvline(x=lambdas[min_idx], color=\"red\")\n", "plt.annotate(f\"$\\lambda = {lambdas[min_idx]}$\", xy=(7,1800))\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ " \n", " \n", "#### Q7\n", "If the goal is prediction, then ridge is the preferred choice given the LOO analysis. If the goal is inference (understanding the relationship between response and covariates), then the LASSO gives us a much simpler model." ] } ], "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": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 4 }