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{
"cells": [
{
"attachments": {
"SVM_margin.png": {
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"
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"cell_type": "markdown",
"id": "71a8e7d5",
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"source": [
"# Support Vector Machines\n",
"\n",
"Support Vector Machines (SVM) are supervised classification and regression methods which are extremely robust to outliers.\n",
"\n",
"Let us start with a linear classification: in this case, we try to choose a line or hyper-plane that separates the data in two classes. The SVM model chooses this hyperplane based only on the data points close to the decision boundary and any point in time and not based on the entire dataset. Because the method focus only on points close to the decision boundary, any outlier away from the decision boundary does not have a strong influence on the choice of the boundary itself.\n",
"\n",
"Let us assume we have some data points $x_1, x_2, x_3, \\ldots, x_N$ and each of them belong to either class $-1$ or class $1$. Their true class is informed by the known target classes $t_1, t_2, t_3, \\ldots, t_N$. We want to choose the parameters $w$ and $b$ of a line (or hyperplane in more than 2 dimensions) such that we can easily estimate the unknown class of a new data point $x^\\prime$. For that, we define the decision boundary as:\n",
"\n",
"$y(x) = w^T x + b$,\n",
"\n",
"and we say that if $y(x^\\prime) > 0$, the data point belongs to class $1$, otherwise it belongs to class $-1$. The equation of the decision boundary is then $y(x) = 0$. See the figure below (from Wikipedia).\n",
"\n",
"\n"
]
},
{
"attachments": {
"linear_classifier.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "6a764d92",
"metadata": {},
"source": [
"\n",
"Because of our choice of $t_i \\in \\{+1, -1\\}$, we can also write for all data points for which we know the true class: $t_i y(x_i) > 0$, since $y(x_i) < 0$ if $t_i = -1$ and $y (x_i) > 0$ if $t_i > 0$. The idea in SVMs is choose $w$ and $b$ to maximize the distance between the boundary points and the line. What is this distance between a given point and the decision boundary? This can be seen from simple geometrical calculations in the figure below (from Bishop (2006)). Given a known decision boundary, this distance for a point $x$ shall be $\\frac{|y(x)|}{|w|}$.\n",
"\n",
"\n",
"\n",
"As we want that $t_i y(x_i) > 0$ be true for all points close to the boundary, we can use $t_i y(x_i)$ instead of $|y(x_i)|$, using $t_i$ to guarantee that the numerator is always positive, instead of relying on the absolute value. To focus only on the points close to the decision boundary, we try to find $w$ and $b$ which *maximize* the *minimum distance* between the decision boundary and the data points. As the minimum distance is determined only by the points close to the boundary, this makes the method insensitive to what happens away from the decision boundary. Our objective is then to find $w$ and $b$ that satisfy:\n",
"\n",
"$\\text{argmax}_{w, b} \\left[\\frac{1}{|w|} \\min_{i} t_i \\left(w^T x + b\\right) \\right]$.\n",
"\n",
"This is a very hard problem, but notice that we only care about the distance between the points and the boundary, and if $w$ and $b$ are both multiplied by the same number, this distance does not change. We can therefore choose a normalisation so that $t_i (w^T x_i + b) = 1$ for the point closest to the boundary. This implies that $t_k (w^T x_k + b) \\geq 1$ for all points in the dataset. Since there is always one point closest, the condition is to maximize $\\frac{1}{|w|}$ (that is, the remaining factor) for that point, which is equivalent to minimize $|w|^2$ for the closest point while miximizing the condition above.\n",
"\n",
"This can be summarized in simpler form using the Lagrange multiplier formalism, which translates this complex constrained optimization into a simpler unconstrained optimization problem. In that formalism we need to minimize a cost function $\\mathcal{L}$, which introduces the Lagrange multipliers $a_i$:\n",
"\n",
"$\\mathcal{L}(w, b, a) = \\frac{1}{2} |w|^2 - \\sum_i a_i \\left[ t_i \\left(w^T x_i + b\\right) - 1\\right]$\n",
"\n",
"One can set the derivative of $\\mathcal{L}$ to zero with respect to $w$, $b$ and $a$ to obtain a simpler version of this optimization problem. Further details can be consulted in Bishop (2006) or in the Wikipedia description.\n",
"\n",
"It is interesting to note that by using the Kernel trick, one can choose the function $y(x) = w^T \\phi(x) + b$ and with an appropriate choise of $\\phi$, we can apply a linear classification after a non-linear transformation which allows this method to be expanded into non-linear classification. It can be shown following the procedure above that the final algorithm does not depend on $\\phi(x)$, but only on $k(x, x^\\prime) = \\phi(x)\\phi(x^\\prime)$, so one needs only to specify the kernel function $k$.\n",
"\n",
"Similar logic can be used for regression, on which only the *worse* prediction of the feature becomes relevant.\n",
"\n",
"Fortunately the details of the algorithm are not needed to implement this for classification. In the following example, we show how the algorithm can be easily used from the scikit-learn modules."
]
},
{
"cell_type": "markdown",
"id": "fce4d8e8",
"metadata": {},
"source": [
"We start by loading the necessary Python modules. If you have not yet installed them, run the following cell to install them with pip:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "44ca341e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: numpy in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (1.19.2)\n",
"Requirement already satisfied: scikit-learn in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (0.24.2)\n",
"Requirement already satisfied: pandas in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (1.3.0)\n",
"Requirement already satisfied: matplotlib in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (3.4.2)\n",
"Requirement already satisfied: joblib>=0.11 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from scikit-learn) (1.0.1)\n",
"Requirement already satisfied: scipy>=0.19.1 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from scikit-learn) (1.6.2)\n",
"Requirement already satisfied: threadpoolctl>=2.0.0 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from scikit-learn) (2.2.0)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from pandas) (2.8.2)\n",
"Requirement already satisfied: pytz>=2017.3 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from pandas) (2021.1)\n",
"Requirement already satisfied: six>=1.5 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from python-dateutil>=2.7.3->pandas) (1.16.0)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (1.3.1)\n",
"Requirement already satisfied: pillow>=6.2.0 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (8.3.1)\n",
"Requirement already satisfied: pyparsing>=2.2.1 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (2.4.7)\n",
"Requirement already satisfied: cycler>=0.10 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (0.10.0)\n"
]
}
],
"source": [
"!pip install numpy scikit-learn pandas matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "300cf8d3",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn import svm"
]
},
{
"cell_type": "markdown",
"id": "0ecd6a69",
"metadata": {},
"source": [
"Let's generate the fake data now to have something to cluster."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "4959a292",
"metadata": {},
"outputs": [],
"source": [
"def generate_data(N: int) ->np.ndarray:\n",
" assert N > 1\n",
" loc = [np.array([2.0, 2.0]), np.array([-1.0, 1.0])]\n",
" scale = [np.array([0.5, 0.5]), np.array([0.5, 0.2])]\n",
" data = np.concatenate([np.random.default_rng().laplace(loc=l, scale=s, size=(N, 2))\n",
" for l, s in zip(loc, scale)], axis=0)\n",
" source = np.concatenate([k*np.ones([N, 1]) for k in range(len(loc))], axis=0)\n",
" return np.concatenate([data, source], axis=1)\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "82929490",
"metadata": {},
"outputs": [],
"source": [
"data = generate_data(N=1000)\n",
"data = pd.DataFrame(data, columns=[\"x\", \"y\", \"source\"])"
]
},
{
"cell_type": "markdown",
"id": "d8295e8a",
"metadata": {},
"source": [
"Let's print out the dataset read first."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "024fb65a",
"metadata": {},
"outputs": [
{
"data": {
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" <td>2.121213</td>\n",
" <td>1.848977</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.504255</td>\n",
" <td>2.807217</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.780940</td>\n",
" <td>0.967064</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1995</th>\n",
" <td>-0.318836</td>\n",
" <td>1.025854</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1996</th>\n",
" <td>0.711106</td>\n",
" <td>1.369357</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997</th>\n",
" <td>-0.827128</td>\n",
" <td>0.722899</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998</th>\n",
" <td>-1.047059</td>\n",
" <td>1.136644</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999</th>\n",
" <td>-1.204980</td>\n",
" <td>0.570485</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2000 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" x y source\n",
"0 0.993649 1.630545 0.0\n",
"1 1.907532 1.870662 0.0\n",
"2 2.121213 1.848977 0.0\n",
"3 1.504255 2.807217 0.0\n",
"4 1.780940 0.967064 0.0\n",
"... ... ... ...\n",
"1995 -0.318836 1.025854 1.0\n",
"1996 0.711106 1.369357 1.0\n",
"1997 -0.827128 0.722899 1.0\n",
"1998 -1.047059 1.136644 1.0\n",
"1999 -1.204980 0.570485 1.0\n",
"\n",
"[2000 rows x 3 columns]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
]
},
{
"cell_type": "markdown",
"id": "1c178424",
"metadata": {},
"source": [
"We can plot this fairly easily using Matplotlib."
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "e63b38c5",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8, 8))\n",
"data.plot.scatter(x=\"x\", y=\"y\", c=\"source\", colormap='viridis', ax=ax)\n",
"ax.set(xlabel=\"x\", ylabel=r\"y\", title=\"\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a376636d",
"metadata": {},
"source": [
"The usage of the scikit-learn interface is very standard, and one does not even need to know the details of how the SVM algorithm operates. It is however important to understand the basics, to understand how it operates.\n",
"\n",
"The kernel choice is effectively changing the choice for $\\phi(x)$ in the explanation above."
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "0837b3ff",
"metadata": {},
"outputs": [],
"source": [
"clf = svm.SVC(kernel=\"linear\")"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "8798f857",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SVC(kernel='linear')"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.fit(data.loc[:, [\"x\", \"y\"]], data.loc[:, \"source\"])"
]
},
{
"cell_type": "markdown",
"id": "e928f498",
"metadata": {},
"source": [
"Only a few vectors are needed to choose the decision boundary, since only they contribute to the minimum distance shown before. Those vectors are called the support vectors and give the name to the method. They can be accessed using the following attribute:"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "fb5796e5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1.09066717, 1.14168402],\n",
" [ 0.82332406, 1.36527456],\n",
" [ 0.81776713, 1.37941045],\n",
" [ 2.14372476, -1.62753273],\n",
" [ 1.90384852, 0.05469226],\n",
" [-0.11368861, 0.789209 ],\n",
" [ 0.82616617, 1.11588989],\n",
" [ 2.28846317, -1.99513747],\n",
" [ 1.57613484, 0.16334826],\n",
" [ 0.39242418, 2.29848453],\n",
" [ 1.77477496, 0.28227371],\n",
" [ 1.29584153, 1.06915897],\n",
" [ 0.43253476, 2.14776942],\n",
" [ 2.15130782, -0.38136193],\n",
" [ 1.24404963, 0.68464481],\n",
" [-0.66943894, 1.8424947 ],\n",
" [ 1.70019528, 0.10690772],\n",
" [ 0.65820134, 1.94559496],\n",
" [ 0.65197514, 1.47423124],\n",
" [ 0.71889249, 1.66606669],\n",
" [ 0.54716624, 1.41796298],\n",
" [ 1.66418911, 0.35386853],\n",
" [-0.24370191, 1.83063971],\n",
" [ 1.92193494, -0.4591481 ],\n",
" [-0.01246689, 1.81841512],\n",
" [ 0.14230354, 2.00778275],\n",
" [-0.57407395, 2.15081284],\n",
" [ 0.69795078, 1.52149236],\n",
" [ 0.77313377, 0.19529612],\n",
" [ 1.0699089 , 0.49092423],\n",
" [-0.04499205, 1.79759849],\n",
" [ 0.42244174, 1.89932836],\n",
" [ 1.86402354, -0.31719178],\n",
" [ 1.68568755, -0.08605788],\n",
" [ 0.53007372, 1.6956327 ],\n",
" [ 0.7482819 , 0.71811721],\n",
" [ 1.10436169, 0.64164828],\n",
" [ 0.56477657, 1.55624231],\n",
" [-0.28144053, 1.84688675],\n",
" [-0.17103228, 2.42925696],\n",
" [ 1.08065591, 1.37366239],\n",
" [-0.08140078, 1.88560214],\n",
" [ 0.57141437, 1.70865712],\n",
" [ 1.22455478, 1.11620089],\n",
" [-0.5250053 , 2.35099784],\n",
" [ 0.35460391, 1.55349622],\n",
" [ 1.55299373, 0.49569307],\n",
" [ 0.04845348, 1.8999392 ],\n",
" [ 1.02979383, 1.46465965],\n",
" [ 0.53910284, 1.72869093],\n",
" [ 0.69257168, 1.09717206],\n",
" [-0.61185 , 1.94694832],\n",
" [ 0.80517674, 1.37859254],\n",
" [ 0.05207144, 1.92697989],\n",
" [-0.44091693, -0.14314121],\n",
" [ 0.3458213 , 2.18418132],\n",
" [ 1.2746817 , -0.24731399],\n",
" [ 1.14039047, 1.15853143],\n",
" [ 1.85242314, 0.31655399],\n",
" [ 0.45506115, 2.14557721],\n",
" [ 0.05065789, 1.51781943],\n",
" [ 0.90229338, 1.40117837],\n",
" [ 0.47586902, 0.68596715],\n",
" [ 0.88609143, 0.66471744],\n",
" [ 0.37046201, 0.92874644],\n",
" [ 0.41302384, 0.82568861],\n",
" [ 0.55343276, 0.69603879],\n",
" [ 0.63646763, 0.90103162],\n",
" [ 0.61268716, 0.92707049],\n",
" [ 1.07331082, 1.08608595],\n",
" [ 1.96245234, 0.96689942],\n",
" [ 0.81958358, 0.98799638],\n",
" [ 0.53309449, 0.69113274],\n",
" [ 0.26581163, 0.83348761],\n",
" [ 2.96518503, 1.18077662],\n",
" [ 0.06531837, 1.44168641],\n",
" [ 4.41696839, 0.79937464],\n",
" [-0.60444925, 2.14858222],\n",
" [-0.14120945, 1.61739004],\n",
" [ 0.41221008, 1.42648702],\n",
" [ 0.41059811, 1.04130161],\n",
" [ 0.51574288, 0.99381266],\n",
" [ 1.27763708, 0.85457593],\n",
" [-0.02240963, 1.3151063 ],\n",
" [ 0.07047484, 1.69827259],\n",
" [ 0.33603564, 0.8945502 ],\n",
" [ 1.09745378, 1.10574367],\n",
" [ 0.27982699, 1.05646466],\n",
" [ 0.06501605, 1.10523488],\n",
" [ 0.57504584, 0.90009219],\n",
" [ 1.26444763, 1.01657972],\n",
" [ 1.09222108, 1.09096059],\n",
" [ 0.93232812, 0.67562761],\n",
" [ 0.48122901, 1.54210509],\n",
" [ 0.67035673, 1.42741487],\n",
" [ 0.12337459, 1.36431441],\n",
" [ 0.2481389 , 1.01757336],\n",
" [ 0.53548917, 0.97616592],\n",
" [ 1.31811412, 1.03821049],\n",
" [ 0.24225127, 1.1896406 ],\n",
" [ 0.08928115, 1.14749203],\n",
" [ 0.49954957, 0.68030963],\n",
" [ 0.01069113, 1.1712478 ],\n",
" [ 0.27542774, 0.95730289],\n",
" [ 1.76195726, 0.79282756],\n",
" [ 0.85304585, 0.69786989],\n",
" [ 0.44940283, 1.03305732],\n",
" [ 0.40352514, 1.03815813],\n",
" [ 0.3951345 , 1.00769699],\n",
" [ 1.40285739, 0.94924741],\n",
" [ 0.53126755, 1.08257856],\n",
" [-0.21746924, 1.49792791],\n",
" [ 1.35993437, 0.994109 ],\n",
" [ 0.09043072, 1.06090519],\n",
" [-0.14925131, 1.66656281],\n",
" [ 1.34437655, 0.95960832],\n",
" [ 2.48843562, 0.88913639],\n",
" [ 1.31765377, 0.93275639],\n",
" [ 0.8270858 , 1.13983751],\n",
" [ 0.43763474, 0.83976069],\n",
" [-0.0986339 , 1.60773091],\n",
" [ 2.19198434, 1.33107642],\n",
" [ 0.71110563, 1.369357 ]])"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.support_vectors_"
]
},
{
"cell_type": "markdown",
"id": "b54001fc",
"metadata": {},
"source": [
"We can now predict to which class a new data point belongs to using `clf.predict(new_data_samples)`. It is however interesting to visualize the decision boundary itself.\n",
"\n",
"(Taken from https://scikit-learn.org/stable/auto_examples/svm/plot_separating_hyperplane.html#sphx-glr-auto-examples-svm-plot-separating-hyperplane-py -- take a look there for more resources and more examples)\n",
"\n",
"The code below also highlights the support vectors."
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "cc8fc1f1",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(data.loc[:, \"x\"], data.loc[:, \"y\"], c=data.loc[:, \"source\"], s=30, cmap=plt.cm.Paired)\n",
"\n",
"# plot the decision function\n",
"ax = plt.gca()\n",
"xlim = ax.get_xlim()\n",
"ylim = ax.get_ylim()\n",
"\n",
"# create grid to evaluate model\n",
"xx = np.linspace(xlim[0], xlim[1], 30)\n",
"yy = np.linspace(ylim[0], ylim[1], 30)\n",
"YY, XX = np.meshgrid(yy, xx)\n",
"xy = np.vstack([XX.ravel(), YY.ravel()]).T\n",
"Z = clf.decision_function(xy).reshape(XX.shape)\n",
"\n",
"# plot decision boundary and margins\n",
"ax.contour(\n",
" XX, YY, Z, colors=\"k\", levels=[-1, 0, 1], alpha=0.5, linestyles=[\"--\", \"-\", \"--\"]\n",
")\n",
"# plot support vectors\n",
"ax.scatter(\n",
" clf.support_vectors_[:, 0],\n",
" clf.support_vectors_[:, 1],\n",
" s=100,\n",
" linewidth=1,\n",
" facecolors=\"none\",\n",
" edgecolors=\"k\",\n",
")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "0ee97208",
"metadata": {},
"source": [
"Try the same using another kernel to see how the decision boundary changes:"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "d98ececa",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"clf = svm.SVC(kernel=\"rbf\")\n",
"clf.fit(data.loc[:, [\"x\", \"y\"]], data.loc[:, \"source\"])\n",
"\n",
"plt.scatter(data.loc[:, \"x\"], data.loc[:, \"y\"], c=data.loc[:, \"source\"], s=30, cmap=plt.cm.Paired)\n",
"\n",
"# plot the decision function\n",
"ax = plt.gca()\n",
"xlim = ax.get_xlim()\n",
"ylim = ax.get_ylim()\n",
"\n",
"# create grid to evaluate model\n",
"xx = np.linspace(xlim[0], xlim[1], 30)\n",
"yy = np.linspace(ylim[0], ylim[1], 30)\n",
"YY, XX = np.meshgrid(yy, xx)\n",
"xy = np.vstack([XX.ravel(), YY.ravel()]).T\n",
"Z = clf.decision_function(xy).reshape(XX.shape)\n",
"\n",
"# plot decision boundary and margins\n",
"ax.contour(\n",
" XX, YY, Z, colors=\"k\", levels=[-1, 0, 1], alpha=0.5, linestyles=[\"--\", \"-\", \"--\"]\n",
")\n",
"# plot support vectors\n",
"ax.scatter(\n",
" clf.support_vectors_[:, 0],\n",
" clf.support_vectors_[:, 1],\n",
" s=100,\n",
" linewidth=1,\n",
" facecolors=\"none\",\n",
" edgecolors=\"k\",\n",
")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "df35963b",
"metadata": {},
"source": [
"### Contact us at the EuXFEL Data Analysis group at any time if you need help analysing your data!\n",
"\n",
"#### Danilo Ferreira de Lima: danilo.enoque.ferreira.de.lima@xfel.eu\n",
"#### Arman Davtyan: arman.davtyan@xfel.eu"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "288d8fe2",
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