{"cells":[{"attachments":{},"cell_type":"markdown","metadata":{},"source":[""]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":[" # Linear Regression\n","\n"," Now that we have introduced somewhat more formally the learning problem and its notation lets us study a simple but instructive regression problem that is known in the statistics literature as *shrinkage*.\n","\n"," Suppose that we are given the training set $\\mathcal D = \\{(\\mathbf x_i, y_i), i =1 \\dots m\\}$ where $\\mathbf x_i \\in \\mathbb R^n$ the label $y_i \\in \\mathbb R$. We need to construct a model such that a *suitably chosen* loss function is minimized for a **different** set of input data, the so-called test set. The ability to correctly *predict* when observing the test set, is called **generalization**.\n","\n","\n","\n","*Training Dataset (m=10) for the Regression Model. The green curve is the uknown target function. Please replace the label axis denoted by $t$ with $y$ to make it compatible with our notation.*\n","\n"," Since the output $y$ is a continuous variable then the supervised learning problem is called a regression problem (otherwise its a classification problem). The synthetic dataset is generated by the function $\\sin(2 \\pi x) + ϵ$ where $x$ is a uniformly distributed random variable and $ϵ$ is $N(\\mu=0.0, \\sigma^2=0.3)$. This target function is **completely unknown** to us - we just mention it here just to provide a visual clue of what the hypothesis set needs to aspire to."]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Defaulting to user installation because normal site-packages is not writeable\n","Collecting prml\n"," Cloning https://github.com/pantelis-classes/PRML.git to /tmp/pip-install-4jmy2x2l/prml_d2cf171c4aa64b08b838dcd5fe8fe772\n"," Running command git clone --filter=blob:none --quiet https://github.com/pantelis-classes/PRML.git /tmp/pip-install-4jmy2x2l/prml_d2cf171c4aa64b08b838dcd5fe8fe772\n"," Resolved https://github.com/pantelis-classes/PRML.git to commit 14cf88538d2704fd18b391ae6309fb38c65a6412\n"," Preparing metadata (setup.py) ... \u001b[?25ldone\n","\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.8/dist-packages (from prml) (1.22.2)\n","Requirement already satisfied: scipy in /usr/local/lib/python3.8/dist-packages (from prml) (1.6.3)\n","Building wheels for collected packages: prml\n"," Building wheel for prml (setup.py) ... \u001b[?25ldone\n","\u001b[?25h Created wheel for prml: filename=prml-0.0.1-py3-none-any.whl size=88407 sha256=8e8f307f19e75eaeee1f12cbbf40ff5ec4f201ab7a2a2c2d545f1fe4c241bff6\n"," Stored in directory: /tmp/pip-ephem-wheel-cache-g9hwg7ro/wheels/5d/56/f3/c40fd432ed3d5d565f131c2146282d43c65eb720576825e67f\n","Successfully built prml\n","Installing collected packages: prml\n","Successfully installed prml-0.0.1\n"]}],"source":["!pip install git+https://github.com/pantelis-classes/PRML.git#egg=prml\n","\n","import seaborn as sns\n","\n","# Apply the default theme\n","sns.set_theme()\n"]},{"cell_type":"code","execution_count":2,"metadata":{},"outputs":[],"source":["import numpy as np\n","from scipy.stats import multivariate_normal\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","\n","from prml.preprocess import GaussianFeature, PolynomialFeature, SigmoidalFeature\n","from prml.linear import (\n"," BayesianRegression,\n"," EmpiricalBayesRegression,\n"," LinearRegression,\n"," RidgeRegression\n",")\n","\n","np.random.seed(1234)\n"]},{"cell_type":"code","execution_count":3,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["def create_toy_data(func, sample_size, std, domain=[0, 1]):\n"," x = np.linspace(domain[0], domain[1], sample_size)\n"," np.random.shuffle(x)\n"," y = func(x) + np.random.normal(scale=std, size=x.shape)\n"," return x, y\n","\n","def sinusoidal(x):\n"," return np.sin(2 * np.pi * x)\n","\n","x_train, y_train = create_toy_data(sinusoidal, 10, 0.25)\n","x_test = np.linspace(0, 1, 100)\n","y_test = sinusoidal(x_test)\n","\n","plt.figure(figsize=[10,8])\n","plt.scatter(x_train, y_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n","plt.plot(x_test, y_test, label=\"$\\sin(2\\pi x)$\")\n","plt.plot(x_test, y_test, \"-g\", label=\"Target Function\")\n","plt.legend()\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{},"source":[" Let us now pick the hypothesis set that corresponds in general to the following sum,\n","\n"," $$g(\\mathbf{w},\\mathbf{x}) = w_0 + \\sum_{j=1}^{M-1}w_j \\phi_j(\\mathbf x) = \\mathbf w^T \\mathbf \\phi(\\mathbf x)$$\n","\n"," where $\\phi_j(\\mathbf x)$ are know as _basis functions_. A set of Polynomial, Gaussian and Sigmoidal basis functions are plotted below."]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[{"data":{"text/plain":["Text(0.5, 0.01, 'Polynomial, Gaussian and Sigmoidal basis functions')"]},"execution_count":4,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["x = np.linspace(-1, 1, 100)\n","X_polynomial = PolynomialFeature(11).transform(x[:, None])\n","X_gaussian = GaussianFeature(np.linspace(-1, 1, 11), 0.1).transform(x)\n","X_sigmoidal = SigmoidalFeature(np.linspace(-1, 1, 11), 10).transform(x)\n","\n","plt.figure(figsize=(20, 5))\n","for i, X in enumerate([X_polynomial, X_gaussian, X_sigmoidal]):\n"," plt.subplot(1, 3, i + 1)\n"," for j in range(12):\n"," plt.plot(x, X[:, j])\n","txt=\"Polynomial, Gaussian and Sigmoidal basis functions\"\n","plt.figtext(0.5, 0.01, txt, wrap=True, horizontalalignment='center', fontsize=12)\n"]},{"cell_type":"markdown","metadata":{},"source":[" Our job is to find $\\mathbf{w}$ such that the polynomial expansion above fits the data we are given - as we will see there are multiple hypothesis that can satisfy this requirement. Consistent with the block diagram we need to define a metric, an figure of merit or loss function in fact, that is also a common metric in regression problems of this nature. This is the Mean Squared Error (MSE) function.\n","\n"," $$L(\\mathbf{w}) = \\frac{1}{m} \\sum_{i=1}^m \\{(g(\\mathbf{w},x_i)-y_i)\\}^2$$\n"," .\n"," \n","\n"," *The loss function chosen for this regression problem, corresponds to the sum of the squares of the displacements of each data point and our hypothesis. The sum of squares in the case of Gaussian errors gives raise to an (unbiased) Maximum Likelihood estimate of the model parameters. Contrast this to sum of absolute differences.*\n","\n"," Now our job has become to choose two things: the weight vector $\\mathbf{w^*}$ *and* $M$ the order of the polynomial. **Both** define our hypothesis. If you think about it, the order $M$ defines the model complexity in the sense that the larger $M$ becomes the more the number of weights we need to estimate and store. Obviously this is a trivial example and storage is not a concern here but treat this example as instructive for that it applies in far for complicated settings."]},{"cell_type":"markdown","metadata":{},"source":[" \n"," \n"," \n"," \n"," \n","\n"," _Various final hypotheses._\n"," \n","\n","\n"," Obviously you can reduce the training error to almost zero by selecting a model that is complicated enough (M=9) to perfectly fit the training data (if m is small).\n","\n"," \n","\n"," But this is not what you want to do. Because when met with test data, the model will perform far worse than a less complicated model that is closer to the true model (e.g. M=3). This is a central observation in statistical learning called **overfitting**. In addition, you may not have the time to iterate over M (very important in online learning settings)."]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["M=9\n","# Pick one of the three features below\n","feature = PolynomialFeature(M)\n","#feature = GaussianFeature(np.linspace(0, 1, M), 0.1)\n","# feature = SigmoidalFeature(np.linspace(0, 1, M), 10)\n","\n","X_train = feature.transform(x_train)\n","X_test = feature.transform(x_test)\n","model = LinearRegression()\n","model.fit(X_train, y_train)\n","\n","plt.figure(figsize=[10,8])\n","plt.plot(model.w) \n","plt.xlabel(\"index of $w$\")\n","plt.ylabel(\"$w$\")\n","\n","y, y_std = model.predict(X_test, return_std=True)\n","\n","plt.figure(figsize=[10,8])\n","\n","plt.scatter(x_train, y_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n","plt.plot(x_test, y, label=\"mean\")\n","plt.fill_between(\n"," x_test, y - y_std, y + y_std,\n"," color=\"orange\", alpha=0.5, label=\"std.\")\n","plt.legend()\n","plt.xlabel(\"$x$\")\n","plt.ylabel(\"$y$\")\n","\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{},"source":[" To avoid overfitting we have multiple strategies. One straightforward one is evident by observing the wild oscillations of the $\\mathbf{w}$ elements as the model complexity increases. We can penalize such oscillations by introducing the $l_2$ norm of $\\mathbf{w}$ in our loss function.\n","\n"," $$L(\\mathbf{w}) = \\frac{1}{2} \\sum_{i=1}^m \\{(g(\\mathbf{w},x_i)-y_i)\\}^2 + \\frac{\\lambda}{2} ||\\mathbf{w}||^2$$\n","\n"," This type of solution is called **regularization** and because we effectively shrink the weight dynamic range it is also called in statistics shrinkage or ridge regression. We have introduced a new parameter $\\lambda$ that regulates the relative importance of the penalty term as compared to the MSE. This parameter together with the polynomial order is what we call *hyperparameters* and we need to optimize them as both are needed for the determination of our final hypothesis $g$.\n","\n"," The graph below show the results of each search iteration on the $\\lambda$ hyperparameter.\n","\n"," "]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["model = RidgeRegression(alpha=1e-3)\n","model.fit(X_train, y_train)\n","y = model.predict(X_test)\n","\n","plt.figure(figsize=[10,8])\n","plt.scatter(x_train, y_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n","plt.plot(x_test, y, label=\"Regularized Final Hypothesis\")\n","plt.legend()\n","plt.show()\n"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":[" Lets reflect on the MSE and how model complexity gives raise to various generalization errors.\n","\n"," $$MSE = \\mathbb{E}[(\\hat{y}_i - y_i)^2] = \\mathrm{Bias}(\\hat{y}_i)^2 + \\mathrm{Var}(\\hat{y}_i)$$\n","\n"," which means that the [MSE captures both bias and variance](https://en.wikipedia.org/wiki/Mean_squared_error) of the estimated target variables and as shown in the plots above, increasing model capacity can really increase the variance of $\\hat{y}$. We have seen that as the $\\mathbf{w}$ is trying to exactly fit, or memorize, the data, it minimizes the bias (in fact for model complexity M=9 the bias is 0) but it also exhibits significant variability that is itself translated to $\\hat{y}$. Although the definition of model *capacity* is far more rigorous, we will broadly associate complexity with capacity and borrow the figure below from Ian Goodfellow's book to demosntrate the tradeoff between bias and variance. What we have done with regularization is to find the $\\lambda$ that minimized generalization error aka. find the optimal model capacity.\n","\n"," \n","\n"," *As capacity increases (x-axis), bias (dotted) tends to decrease and variance(dashed) tends to increase, yielding another U-shaped curve for generalization error (bold curve). If we vary capacity along one axis, there is an optimal capacity, with underfitting when the capacity is below this optimum and overfitting when it is above.*"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":[" ## Bias and Variance Decomposition during the training process\n","\n"," Apart from the composition of the generalization error for various model capacities, it is interesting to make some general comments regarding the decomposition of the generalization error (also known as empirical risk) during training. Early in training the bias is large because the predictor output is far from the target function. The variance is very small because the data has had little influence yet. Late in training the bias is small because the predictor has learned the underlying function. However if train for too long then the predictor will also have learned the noise specific to the dataset (overfitting). In such case the variance will be large because the noise varies between training and test datasets."]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":[" ## References\n","\n"," This notebook makes extensive use of the [Pattern Recognition for Machine Learning python package](https://github.com/ctgk/PRML)."]}],"metadata":{"kernelspec":{"display_name":"Python 3","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":"3.10.12"},"orig_nbformat":4,"vscode":{"interpreter":{"hash":"7d6993cb2f9ce9a59d5d7380609d9cb5192a9dedd2735a011418ad9e827eb538"}}},"nbformat":4,"nbformat_minor":2}