"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"n_clusters = 4\n",
"\n",
"plots_in_row = 3\n",
"fig, subplots = plt.subplots(1, 3, figsize=(16, 4))\n",
"fig.subplots_adjust(top=0.85, wspace=0.5)\n",
"\n",
"generations = 9\n",
"\n",
"# change the random seed to change initial placement\n",
"seed = 777\n",
"\n",
"for t in range(generations):\n",
" if t == 0:\n",
"\n",
" features_min = np.array( [np.min(features[:, 0]), np.min(features[:, 1])] ).reshape((2,1))\n",
" features_max = np.array( [np.max(features[:, 0]), np.max(features[:, 1])] ).reshape((2,1))\n",
" \n",
" # set the centers at random locations in the feature space\n",
" np.random.seed(seed)\n",
" init_centers = np.random.random( size=(n_clusters, features.shape[1]))\n",
" init_centers *= (features_max - 2*features_min).T\n",
" init_centers += features_min.T\n",
" print(init_centers)\n",
" \n",
" kmeans = KMeans(init=init_centers, n_clusters=n_clusters, \n",
" max_iter=1, \n",
" n_init=1)\n",
" else:\n",
" kmeans = KMeans(init=centers, n_clusters=n_clusters, max_iter=1, n_init=1)\n",
" \n",
" kmeans.fit(features)\n",
" centers = kmeans.cluster_centers_ \n",
" labels = kmeans.labels_\n",
"\n",
" subplot_index = t % plots_in_row\n",
" subplots[subplot_index].set_title('Generation {}'.format(t+1))\n",
" subplots[subplot_index].scatter(features[:, 0], features[:, 1], c=labels, s=10, cmap='viridis')\n",
" subplots[subplot_index].scatter(centers[:, 0], centers[:, 1], c='red', s=100, alpha=0.5)\n",
" plt.draw()\n",
" if subplot_index == (plots_in_row-1):\n",
" plt.show()\n",
" if t != generations-1:\n",
" fig, subplots = plt.subplots(1, 3, figsize=(16, 4))\n",
" fig.subplots_adjust(top=0.85, wspace=0.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# K-means algorithm and Expectation–Maximization (EM)\n",
"\n",
"The **Expectation–Maximization (EM)** algorithm is an iterative method to find the best estimates of parameters in statistical models, where the model depends on **unobserved hidden variables.** In the case of clustering, the *cluster centers* are indeed hidden variables that cannot be observed directly, but only estimated indirectly. \n",
"\n",
"K-means is an instance application of the EM algorithm. The EM approach in K-means consists of the following procedure:\n",
"\n",
"- Set some **initial cluster centers**\n",
"- Repeat until convergence: \n",
" 1. **E-Step:** assign each data point to the cluster whose center is the nearest to the data point
\n",
" 1. **M-Step:** set each cluster center to the mean of the points (currently) in the cluster\n",
" \n",
" \n",
"In the *Expectation step*, the algorithm looks at the current cluster centers as the expected cluster placement and assigns the data points to the clusters accordingly (based on minimizing the distance from the cluster center).\n",
"\n",
"In the *Maximization step*, cluster centers are revised to maximize the objective function, that consists in minimizing the sum of the squared distances of the points in each cluster from the cluster center (i.e., minimize the intra-cluster distances). Accordingly, each cluster center is assigned to the mean of the points in the cluster."
]
},
{
"attachments": {
"image.png": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Assumptions (and Limitations) of K-Means / EM approach"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"***\n",
"**K-Means relies on a set of modeling assumptions.** If any of the assumptions is not satisfied the algorithm can *fail* finding a satisfactory clustering.\n",
"\n",
"1. There are **$K$ clusters.**
\n",
"\n",
"1. The sum of squared Euclidean distances (SSD) from the means / centroids of the clusters is the **right objective to minimize.**
\n",
"\n",
"1. All variables have the **same importance for every clusters.** \n",
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"***\n",
"These assumptions *work well* once we assume that, in statistical terms the data has the following characteristics:\n",
"\n",
"1. Data in each of the $K$ clusters has been generated from a **different multivariate Gaussian,** $G(\\mu_c, \\sigma_c)$, such that the spreading about the centers $\\mu_c, \\ c=1,\\ldots K$, is only due to Gaussian noise.
\n",
"\n",
"1. **The Gaussian noise is isotropic in the feature space,** meaning that all cluster variables have more or less **the same variance,** resulting in a spherical distribution of the data about the centers, where $\\sigma_c$ is about the same for all clusters.
\n",
"\n",
"1. The prior probability for all $K$ clusters is the same, such that **each cluster has roughly equal number of observations.**\n",
"\n",
"\n",
"Indeed, these are pretty strong assumptions! \n",
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Ideal** cluster data for K-means: All nicely Gaussian data with the same variance for all variables (spherical) and same number of points per cluster. "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# re-generate the data, four data blobs\n",
"features, targets = make_blobs(n_samples=500, n_features=2, centers=4,\n",
" cluster_std=1, random_state=999)\n",
"\n",
"n_clusters = 4\n",
"kmeans = KMeans(n_clusters=n_clusters)\n",
"\n",
"kmeans.fit(features)\n",
"\n",
"centers = kmeans.cluster_centers_\n",
"\n",
"labels = kmeans.labels_\n",
"\n",
"centers_labels = kmeans.predict(centers)\n",
"\n",
"plt.figure(figsize=(4, 3))\n",
"\n",
"#plt.scatter(features[:, 0], features[:, 1], c=labels, s=10, cmap='viridis')\n",
"\n",
"plt.scatter(features[:, 0], features[:, 1], c=labels, s=10, cmap='viridis')\n",
"\n",
"plt.scatter(centers[:, 0], centers[:, 1], c=centers_labels, s=100, \n",
" alpha=0.9, cmap='viridis', edgecolors='black')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The number of clusters must be selected beforehand\n",
"\n",
"K-means requires to input how many clusters have to be found: it cannot learn the number of clusters from the data. Therefore, our inductive bias about how many clusters / classes is needed and must be a sound one!\n",
"\n",
"E.g., If we tell K-means that six clusters have to be found, the algorithm will proceed to find the best six clusters, even if apparently the most appropriate number of clusters would be 3, or 4 at the most."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wrong clustering because of wrongly selected number of clusters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the example below, constructed to have three distinct cluster blobs, K-means searches for only two clusters."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"n_samples = 1000\n",
"features, targets = make_blobs(n_samples=n_samples, centers=3, random_state=170)\n",
"\n",
"# Incorrect number of clusters\n",
"kmeans = KMeans(n_clusters=2)\n",
"kmeans.fit(features)\n",
"\n",
"labels = kmeans.labels_\n",
"centers = kmeans.cluster_centers_\n",
"\n",
"plt.figure(figsize=(4, 2))\n",
"plt.scatter(features[:, 0], features[:, 1], c=labels, s=1, cmap='bwr')\n",
"plt.scatter(centers[:, 0], centers[:, 1], c='black', s=50, alpha=0.5)\n",
"plt.title('Clustering found after {} iterations'.format(kmeans.n_iter_), {'fontsize': '7'})\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cluster centers are placed by K-Means *assuming* an isotropic distribution of the data about the centers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is the previous example above, with four data blobs. In this case, if we tell K-means that six clusters have to be found, the algorithm will proceed to find the best six clusters, even if apparently the most appropriate number of clusters would be 3, or 4 at the most:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# re-generate the data, four data blobs\n",
"features, targets = make_blobs(n_samples=300, n_features=2, centers=4,\n",
" cluster_std=1, random_state=9)\n",
"\n",
"n_clusters = 4\n",
"\n",
"# set the initial centers in a totally (arbitrary) random uniform way in [0,1]\n",
"np.random.seed(1243)\n",
"initial_centers = np.random.random(size=(n_clusters,2))\n",
"\n",
"\n",
"# show the initial centers with the data\n",
"fig, subplots = plt.subplots(1, 2, figsize=(16, 4))\n",
"subplots[0].set_title('Data and Initial centers')\n",
"subplots[0].scatter(features[:, 0], features[:, 1], s=20, cmap='viridis')\n",
"subplots[0].scatter(initial_centers[:, 0], initial_centers[:, 1], c='red', \n",
" s=100, alpha=0.5)\n",
"\n",
"'''\n",
"# do this if want to retrieve the initial centers generates by K-means \n",
"kmeans = KMeans(init='random', n_clusters=n_clusters, max_iter=1, n_init = 1)\n",
"kmeans.fit(np.random.random(size=(10,2))) # generate some random feature values\n",
"initial_centers = kmeans.cluster_centers_\n",
"'''\n",
"\n",
"kmeans = KMeans(init=initial_centers, n_clusters=n_clusters, n_init=1)\n",
"\n",
"kmeans.fit(features)\n",
"centers = kmeans.cluster_centers_ \n",
"labels = kmeans.labels_\n",
"\n",
"# plot the found clustering \n",
"subplots[1].set_title('Clustering found after {} iterations'.format(kmeans.n_iter_))\n",
"subplots[1].scatter(features[:, 0], features[:, 1], c=labels, s=20, cmap='viridis')\n",
"\n",
"centers = kmeans.cluster_centers_\n",
"subplots[1].scatter(centers[:, 0], centers[:, 1], c='red', s=100, alpha=0.5)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How to select the right number of clusters?\n",
"\n",
"Without labels, there's no exact way to define the *right* number of clusters.\n",
"\n",
"Clustering algorithms such as the `DBSCAN` and `OPTICS` algorithms do not require the specification of the number of clusters in advance. **Hierarchical Clustering** avoids the problem altogether. \n",
"\n",
"With K-Means and other partitioning methods, clusters are defined such that \n",
"that the **total intra-cluster variation** is minimized. In particular, in K-Means this variation is expressed in terms of the **total within-cluster sum of squared distances from the centroids** (WCSSD) is minimized.\n",
"\n",
"The total WCSSD measures the *compactness* of the clustering and the goal is to make it to be as small as possible. \n",
"\n",
"However, increasing $K$ will always reduce the WCSSD, to the extreme case of zero variation if each data point is considered its own cluster (i.e., when $K$ equals the number of data points, $n$). \n",
"\n",
"The **optimal choice of K corresponds to a balance between maximum compression of the data using a single cluster, and maximum accuracy by assigning each data point to its own cluster. **"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Elbow method \n",
"\n",
"The Elbow method looks at the total WCSSD as a function of the number of clusters. The strategy is to choose a number of clusters so that adding another cluster doesn't improve *much* the total WCSSD (which in principle goes to zero increasing the umber of clusters).\n",
"\n",
"The strategically optimal point is the *elbow* point in the WCSSD($n$) curve.\n",
"\n",
"We have now another / different parameter to set: the **improvement threshold** where to stop :-("
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Elbow-optimal number of clusters: 6 - WCSSD: 37233.815\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"\n",
"# Read the CSV file\n",
"customer_data = pd.read_csv('../datasets/mall_customers.csv')\n",
"features = customer_data.iloc[:, [3, 4]]\n",
"\n",
"WCSSD = [features.shape[0] * 1000000]\n",
"\n",
"elbow = 0\n",
"for n_clusters in range(1, features.shape[0]):\n",
"\n",
" kmeans = KMeans(n_clusters=n_clusters)\n",
"\n",
" kmeans.fit(features)\n",
"\n",
" labels = kmeans.labels_\n",
"\n",
" centers = kmeans.cluster_centers_\n",
" centers_labels = kmeans.predict(centers)\n",
" \n",
" current_WCSSD = kmeans.inertia_\n",
" if ((WCSSD[-1] - current_WCSSD)/WCSSD[-1] < 0.18) and (elbow == 0):\n",
" print('Elbow-optimal number of clusters: {} - WCSSD: {:.3f}'.format(n_clusters,\n",
" current_WCSSD))\n",
" elbow = n_clusters\n",
" \n",
" WCSSD.append(current_WCSSD)\n",
" \n",
" # let's add 5 more data points after the elbow\n",
" if elbow > 0 and (n_clusters > (elbow + 4)):\n",
" break\n",
" \n",
"plt.xlabel('Number of Clusters')\n",
"plt.ylabel('WCSSD')\n",
"plt.plot(list(range(1, n_clusters+1)), WCSSD[1:], marker='o')\n",
"plt.scatter([elbow], [WCSSD[elbow]], marker='o', s=90, color='r')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some crazy number of clusters for the shopping mall customers dataset seen last time"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"customer_data = pd.read_csv('../datasets/mall_customers.csv')\n",
"features = customer_data.iloc[:, [3, 4]]\n",
"\n",
"n_clusters = 7\n",
"kmeans = KMeans(n_clusters=n_clusters)\n",
"\n",
"kmeans.fit(features)\n",
"\n",
"labels = kmeans.labels_\n",
"centers = kmeans.cluster_centers_\n",
"centers_labels = kmeans.predict(centers)\n",
"\n",
"\n",
"plt.figsize=(10, 3)\n",
"plt.xlabel(features.columns[0])\n",
"plt.ylabel(features.columns[1])\n",
"\n",
"plt.scatter(features.iloc[:, 0], features.iloc[:, 1], \n",
" c=labels, marker='.', s=20, cmap=cmap_bold)\n",
"\n",
"scatter = plt.scatter(centers[:,0], centers[:,1], \n",
" c=centers_labels, marker='.', s=150, \n",
" edgecolors='k',\n",
" cmap=cmap_bold)\n",
"\n",
"# produce a legend with the unique colors from the scatter\n",
"legend = plt.legend(*scatter.legend_elements(), loc=\"center right\", title=\"Clusters\", fontsize=6)\n",
"legend.get_title().set_fontsize('8')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Local minima: no guarantees of reaching the global minimum\n",
"\n",
"\n",
"Although the EM procedure is guaranteed to monotonically improve the result in each step, \n",
"there is no assurance that it will lead to the *global best solution.*\n",
" \n",
"In other words, the algorithm can converge (most likely) to a **local minimum** of the objective function. \n",
"The globally optimal result may not be achieved and we don't know if we have hit the global optimum or not (i.e., it is a heuristic optimization approach). \n",
" \n",
"- In the previous examples, **starting from different initial center placements was leading to different final clustering solutions.**\n",
" \n",
"- It is common practice to run K-means multiple times, starting from different initial placements (`n_init` parameter), and take the clustering associated to the lowest loss."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Linear boundaries between clusters\n",
"\n",
"K-means assumes that points will be closer to their own cluster center than to others based on the Euclidean distance. The algorithm finds cluster centers based on this modeling assumption. \n",
"\n",
"The results is that the **boundaries between k-means clusters will always be linear** (K-means induces a **Voronoi tassellation** of the feature space). \n",
"\n",
"This means that the algorithm will often be ineffective if the clusters have complicated geometries that are non-linearly separable."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you don't believe that the boundary regions are linear, let's compute them ..."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# re-generate the data, four data blobs\n",
"features, targets = make_blobs(n_samples=300, n_features=2, centers=4,\n",
" cluster_std=1, random_state=9)\n",
"\n",
"# find the clusters, assuming the correct number\n",
"n_clusters = 4\n",
"\n",
"kmeans = KMeans(init='random', n_clusters=n_clusters, random_state=754)\n",
"\n",
"kmeans.fit(features)\n",
"centers = kmeans.cluster_centers_ \n",
"labels = kmeans.labels_\n",
"\n",
"# get feature ranges for creating a meshgrid\n",
"feature_ranges = np.array([ (np.floor(np.min(features[:, i])), \n",
" np.ceil(np.max(features[:, i]))) \n",
" for i in range(2)] )\n",
"\n",
"num_of_pts = 1000\n",
"\n",
"# a meshgrid of values for (f1, f2), these are the points where \n",
"# the clustering algorithm will be queried and that we want to visualize\n",
"xx, yy = np.meshgrid( np.linspace(feature_ranges[0, 0],\n",
" feature_ranges[0, 1], \n",
" num=num_of_pts),\n",
" np.linspace(feature_ranges[1, 0],\n",
" feature_ranges[1, 1], \n",
" num=num_of_pts))\n",
"#print(xx.shape, yy.shape)\n",
"\n",
"# get the labels of all the points in the meshgrid\n",
"labels_mesh = kmeans.predict(np.c_[xx.ravel(), yy.ravel()])\n",
"\n",
"# reshape the array to be of the same dimesion as xx and yy\n",
"labels_mesh = labels_mesh.reshape(xx.shape)\n",
"\n",
"plt.figure(figsize=(14, 8))\n",
"\n",
"# the color map automatically assigns a different color to the \n",
"# different values of labels / cluster \n",
"plt.pcolormesh(xx, yy, labels_mesh, cmap='Blues')\n",
"\n",
"# Add the centers\n",
"plt.scatter(centers[:, 0], centers[:, 1], c='red', edgecolor='black', linewidth=0.5, s=100, alpha=1)\n",
"\n",
"# Add the original data points \n",
"plt.title('Region boundaries for the computed clustering (after {} iterations)'.format(kmeans.n_iter_))\n",
"plt.scatter(features[:, 0], features[:, 1], c=labels, s=20, cmap='viridis')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can plot the region boundaries in a maybe easier way using **Voronoi methods** (that will confirm the empirical plotting that we have obtained in the previous step)"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# re-generate the data, four data blobs\n",
"features, targets = make_blobs(n_samples=300, n_features=2, centers=4,\n",
" cluster_std=1, random_state=9)\n",
"\n",
"n_clusters = 4\n",
"\n",
"kmeans = KMeans(init='random', n_clusters=n_clusters, random_state=754)\n",
"\n",
"kmeans.fit(features)\n",
"centers = kmeans.cluster_centers_ \n",
"labels = kmeans.labels_\n",
"\n",
"# compute te Voronoi tassellation using cluster centers as cell centers\n",
"from scipy.spatial import Voronoi, voronoi_plot_2d\n",
"vor = Voronoi(centers)\n",
"\n",
"# get the 2D plot of the Voronoi diagram\n",
"figure = voronoi_plot_2d(vor, show_vertices=False, point_size=8, line_colors='blue')\n",
"\n",
"figure.set_size_inches(6,3)\n",
"\n",
"# add the feature data points to the plot\n",
"plt.scatter(features[:, 0], features[:, 1], c=labels, \n",
" s=10, edgecolor='black', linewidth=0.3, \n",
" cmap='viridis')\n",
"\n",
"# add the centers (because there's no control on the formatting of the centers in voronoi_plot_2d()\n",
"plt.scatter(centers[:, 0], centers[:, 1], c='red', edgecolor='black', linewidth=0.5, s=50, alpha=1)\n",
"\n",
"# set figure's limits based on the values of the fatures (that are unknown to voronoi_plot_2d())\n",
"plt.xlim(-12, 2.5)\n",
"plt.ylim(-10, 3)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Display of the clustering boundaries by colorizing the Voronoi cells."
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# re-generate the data, four data blobs\n",
"features, targets = make_blobs(n_samples=300, n_features=2, centers=4,\n",
" cluster_std=1, random_state=9)\n",
"\n",
"n_clusters = 4\n",
"\n",
"kmeans = KMeans(init='random', n_clusters=n_clusters, random_state=754)\n",
"\n",
"kmeans.fit(features)\n",
"centers = kmeans.cluster_centers_ \n",
"labels = kmeans.labels_\n",
"\n",
"# add four 'distant' points, one for each side of the region, to make a nice plot\n",
"# with all the boundary regions\n",
"centers = np.append(centers, [[999,999], [-999,999], [999,-999], [-999,-999]], axis = 0)\n",
"\n",
"from scipy.spatial import Voronoi, voronoi_plot_2d\n",
"vor = Voronoi(centers)\n",
"\n",
"figure = voronoi_plot_2d(vor, show_vertices=False, point_size=8, line_colors='blue')\n",
"\n",
"figure.set_size_inches(6,3)\n",
"\n",
"plt.scatter(centers[:, 0], centers[:, 1], c='red', edgecolor='red', linewidth=0.5, s=80, alpha=1)\n",
"\n",
"# colorize\n",
"for region in vor.regions:\n",
" if not -1 in region:\n",
" polygon = [vor.vertices[i] for i in region]\n",
" plt.fill(*zip(*polygon), alpha=0.6) #color='r')\n",
"\n",
"# figure's limits are set by figure()\n",
"plt.xlim(-12, 2.5)\n",
"plt.ylim(-10, 3)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some fun with Voronoi :-)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"np.random.seed(1234)\n",
"points = np.random.rand(50,2) #random center points\n",
"\n",
"# add four 'distant' points, one for each side of the region, to make a nice plot\n",
"# with all the boundary regions\n",
"points = np.append(points, [[999,999], [-999,999], [999,-999], [-999,-999]], axis = 0)\n",
"\n",
"from scipy.spatial import Voronoi, voronoi_plot_2d\n",
"vor = Voronoi(points)\n",
"\n",
"figure = voronoi_plot_2d(vor, show_vertices=False, point_size=8, line_colors='blue')\n",
"\n",
"figure.set_size_inches(4,3)\n",
"\n",
"colorize = False\n",
"if colorize:\n",
" for region in vor.regions:\n",
" if not -1 in region:\n",
" polygon = [vor.vertices[i] for i in region]\n",
" plt.fill(*zip(*polygon)) #color='r')\n",
"\n",
"# fix the range of axes\n",
"plt.xlim([0,1]), plt.ylim([0,1])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Unfortunately, linear boundaries are not necessarily the correct ones for data distributed according to complicated geometries, like in the case of the double moon data distribution below."
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.colors import ListedColormap\n",
"cmap_light = ListedColormap(['orange', 'cyan', 'cornflowerblue'])\n",
"cmap_bold = ListedColormap(['darkorange', 'c', 'blue'])\n",
"\n",
"from sklearn.datasets import make_moons\n",
"\n",
"features, targets = make_moons(200, noise=.05, random_state=0)\n",
"\n",
"n_clusters = 2\n",
"kmeans = KMeans(n_clusters=n_clusters, random_state=0)\n",
"\n",
"kmeans.fit(features)\n",
"centers = kmeans.cluster_centers_ \n",
"labels = kmeans.labels_\n",
"\n",
"plt.figure(figsize=(4, 2))\n",
"plt.scatter(features[:, 0], features[:, 1], c=labels, \n",
" s=10, edgecolor='black', linewidth=0.3, \n",
" cmap=cmap_light)\n",
"plt.scatter(centers[:, 0], centers[:, 1], c='lime', edgecolor='black', \n",
" linewidth=0.5, s=100, alpha=0.6)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imbalanced datasets: prior cluster probabilities are significantly different"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"K-Means relies on the *assumption* that **each cluster features more or less an equal number of sample data.**\n",
"\n",
"In other words, the dataset is well *balanced* with respect to the number of clusters: the prior probability for all $K$ clusters is roughly the same, such that each cluster has roughly equal number of observations. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's consider what happens when data is imbalanced"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"
\n",
"
!"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the goal of minimizing the within-cluster sum of squares, the K-Means algorithm gives more \"weight\" to larger clusters. In practice, it is convenient to let that small cluster to the left end up far away from any center, while it is strategically convenient to place the centers to \"split up\" a much larger cluster. \n",
"\n",
"In these case, we may easily observe accuracy scores very high (if we would use labeled data), while indeed one of the class with a few examples is systematically misclassified."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unequal variances, covariances, and scaling issues"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Variances of all variables should be the same, or quite comparable, such that a nice *spherical* distribution of the data about the centers happen.\n",
"\n",
"When clusters have different variances, clustering might go wrong."
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"n_samples = 1500\n",
"random_state = 170\n",
"\n",
"# Different variance\n",
"features, targets = make_blobs(n_samples=n_samples,\n",
" cluster_std=[1.0, 2.5, 0.5],\n",
" random_state=random_state)\n",
"\n",
"kmeans = KMeans(n_clusters=3, random_state=random_state)\n",
"\n",
"kmeans.fit(features)\n",
"\n",
"labels = kmeans.labels_\n",
"centers = kmeans.cluster_centers_\n",
"\n",
"plt.figure(figsize=(4, 3))\n",
"plt.scatter(features[:, 0], features[:, 1], c=labels, s=7, cmap='viridis')\n",
"plt.scatter(centers[:, 0], centers[:, 1], c='black', s=50, alpha=0.5)\n",
"plt.show()\n",
"\n"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"Same size, but different variances, another example, with the linear boundary\n",
"\n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Anisotropically distributed data (i.e., high covariances in the data)"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"n_samples = 1500\n",
"random_state = 170\n",
"features, targets = make_blobs(n_samples=n_samples, random_state=random_state)\n",
"\n",
"# Anisotropicly distributed data\n",
"transformation = [[0.60834549, -0.63667341], [-0.40887718, 0.85253229]]\n",
"features = np.dot(features, transformation)\n",
"\n",
"kmeans = KMeans(n_clusters=3, random_state=random_state)\n",
"\n",
"kmeans.fit(features)\n",
"\n",
"labels = kmeans.labels_\n",
"centers = kmeans.cluster_centers_\n",
"\n",
"plt.figure(figsize=(4, 3))\n",
"plt.scatter(features[:, 0], features[:, 1], c=labels, s=1, cmap='viridis')\n",
"plt.scatter(centers[:, 0], centers[:, 1], c='red', s=50, alpha=0.5)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A non-spherical cluster *might* seems **spherical** (but it is not indeed!)"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"
\n",
"
!\n"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"Transforming the data into *polar coordinates,* it would work!\n",
"\n",
"\n",
"
\n",
"
\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Computational issues for large datasets\n",
"\n",
"K-Means can be **slow for large datasets** due to the fact that at each iteration the whole dataset must be accessed in the Expectation and Maximization steps. \n",
"\n",
"The algorithm has an $O(n^2)$ time complexity, where $n$ is the number of data samples.\n",
"\n",
"\n",
"However, the requirement to use all data at each iteration can be relaxed (of course at the potential expenses of the quality of the final solution, in terms of ending up in some strongly sub-optimal minimum). \n",
"\n",
"for example, you might just use a subset of the data to update the cluster centers at each step. \n",
"\n",
"This is the idea behind **batch-based K-Means algorithms**, that make use of only a selected subset of the data at each E and/or M steps. \n",
"\n",
"`sklearn.cluster.MiniBatchKMeans` precisely implements this way of proceeding, using the same interface as KMeans plus parameters to specify the batches.\n",
"\n",
"https://scikit-learn.org/stable/modules/generated/sklearn.cluster.MiniBatchKMeans.html"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
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