diff --git a/clustering_tutorial.ipynb b/clustering_tutorial.ipynb index e52fe0edbc024ad50d46f399f09dd876e7c5a097..e9b6a7514ce6c28bef9f85578a0996aca2c42c4e 100644 --- a/clustering_tutorial.ipynb +++ b/clustering_tutorial.ipynb @@ -42,25 +42,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Clustering is a widely used data miniming technique which covers a wide spectrum of different applications and is a basic step for any exploratory analysis.\n", + "Clustering is a class of data miniming techniques that covers a wide spectrum of different applications and is a basic step for any exploratory analysis.\n", "Clustering algorithms aim to find groups - clusters - of datapoints that share similarities.\n", "Finding groups of similar objects is crucial for tasks as image segmentation, where each cluster would represent a different shape in the image, or anomaly detection, as datapoints that do not belong to any clusters are labeled as outliers. \n", "Considering such large range of different applications, the definition itself of a cluster is to some extent difficult.\n", "Depending on the specific purpose this analysis is used for, a different definition of cluster can be more appropriate.\n", - "For example, in case of image segmentation we might demand clusters to be well separated from each other even with large differences in the cluster size; on the other hand, if clustering is used for a data compression method, clusters should have similar size but a clear separation between clusters is not required. In other cases of extremely large datasets we might simply demand an algorithm that scales well with large numbers of datapoints.\n", + "For example, in case of image segmentation we might demand clusters to be well separated from each other even with large differences in the cluster size; on the other hand, if clustering is used for a data compression method, clusters should have similar size but a clear separation between clusters is not required. In other cases, when for instance extremely large datasets are analysed, we might prefer a specific algorithm because it scales well with large numbers of datapoints.\n", "\n", "Generally speaking, we can intuitively assess some characteristics that clusters should have. \n", "In fact, we expect points within a cluster to be similar to each other, while being different from points that belong in other clusters.\n", "This statement brings to the definition of two properties that clusters should have:\n", "\n", - "- Compactness - how close elements of the same cluster are to each other.\n", - "- Separability - how distinct are different clusters.\n", + "- Compactness - elements of the same cluster should be close to each other.\n", + "- Separability - different clusters should be well separated.\n", "\n", "Clustering algorithms are designed to define clusters that share these properties, and in turn the quality of the clusters definition can be assessed based on how compact and separable are. \n", "However, we have also mentioned that each different application demands a preferential property to be maximised.\n", - "In this introduction we are just mentioning the two most evident properties of clusters, but many other different and more specific charecteristics might be required.\n", + "In this introduction we have mentioned the two most evident properties of clusters, but many other different and more specific charecteristics might be required.\n", "Hence, the number of clustering algorithms currently available that are actively being used is large.\n", - "Each algorithm is designed for a specific purpose and might be ideal for a specific application, but it might lack some requirements necessary for other applications.\n", + "Each algorithm is designed with a specific purpose and might be ideal for a specific application, but it might lack some requirements necessary for other applications.\n", "It is difficult to design a multi-purpose clustering algorithm that is able to outperform all others in most real applications, and the right method must be chosen depending on the application. For this reason, it is essential to have a broad overview of the different methods in clustering analysis.\n", "\n", "In this tutorial, we introduce into some of the most common and examplary clustering algorithms. \n", @@ -80,11 +80,11 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 57, "metadata": { "ExecuteTime": { - "end_time": "2020-11-30T16:39:33.533085Z", - "start_time": "2020-11-30T16:39:32.911281Z" + "end_time": "2020-12-01T15:56:23.369897Z", + "start_time": "2020-12-01T15:56:23.361553Z" } }, "outputs": [], @@ -98,7 +98,8 @@ "from clustering_tutorial.utils import plot_dendrogram\n", "# here we set the style of the plots that will be shown below\n", "plt.style.use('bmh')\n", - "plt.rcParams[\"figure.figsize\"] = (8,6)" + "plt.rcParams[\"figure.figsize\"] = (8,6)\n", + "title_size=24" ] }, { @@ -133,9 +134,9 @@ "\n", "2. For each cluster compute its centroid position as average of all points within the cluster. \n", "\n", - "These steps are iterated until the change of centroids position with respect to the previous iteration is below a minimal threshold.\n", + "These steps are iterated until the change of centroids positions with respect to the previous iteration is below a minimal threshold.\n", "The algorithm is ensured to converge, but convergence is not guaranteed to be in the global minimum, i.e. with different initial conditions of the $k$ centroids it can give different results.\n", - "For this reason most $k$-means implementations, including the one in the scikit-learn package, perform clustering using different initial conditions to only take the best result.\n", + "For this reason most $k$-means implementations, including the one in the scikit-learn package, performs clustering using different initial conditions to only take the best result.\n", "\n" ] }, @@ -148,11 +149,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2020-11-30T16:39:33.980323Z", - "start_time": "2020-11-30T16:39:33.782906Z" + "end_time": "2020-12-01T15:16:26.772555Z", + "start_time": "2020-12-01T15:16:26.577105Z" } }, "outputs": [ @@ -193,27 +194,27 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2020-11-30T16:39:34.346557Z", - "start_time": "2020-11-30T16:39:34.142610Z" + "end_time": "2020-12-01T15:16:26.939401Z", + "start_time": "2020-12-01T15:16:26.774123Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f94a7269110>" + "<matplotlib.collections.PathCollection at 0x7f64fc38cf90>" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -235,32 +236,32 @@ "source": [ "We can see that $k$-means is able to correcly find the 4 clusters that were generated.\n", "However, in most real applications, especially during an exploratory analysis, the number of clusters is not an obvious value. \n", - "We then investigate how the algorithm performs with varying number of clusters. " + "We then investigate how the algorithm performs with varying number of clusters, thus we run the algorithm using $k=6$." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2020-11-30T16:39:34.755872Z", - "start_time": "2020-11-30T16:39:34.523602Z" + "end_time": "2020-12-01T15:16:27.109540Z", + "start_time": "2020-12-01T15:16:26.940538Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f94a4db5190>" + "<matplotlib.collections.PathCollection at 0x7f64f856df90>" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -280,34 +281,34 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the plot above, we see that the largest blob is split into three clusters. Such partitioning is obviously inaccurate, as it is hard to justify why points generated from the same Gaussian should belong in different clusters. In this case, the algorithm has been forced to find a number of clusters that in practice is not possible to extract.\n", + "In the plot above, we see that the largest blob is split into three clusters. Such partitioning is obviously inaccurate, as it is hard to justify that points generated from the same Gaussian should belong in different clusters. In this case, the algorithm has been forced to find a number of clusters that in practice is not possible to extract.\n", "\n", "Then we might ask what happens with a lower number of clusters." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2020-11-30T16:39:35.414928Z", - "start_time": "2020-11-30T16:39:35.175346Z" + "end_time": "2020-12-01T15:16:27.252659Z", + "start_time": "2020-12-01T15:16:27.110996Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f94a452e610>" + "<matplotlib.collections.PathCollection at 0x7f64f85357d0>" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -331,14 +332,14 @@ "\n", "As already mentioned, $k$-means can be considered as a partitioning algorithm. \n", "This means that by assigning each point to the closest centroid, it partitions the space into a Voronoi diagram (see https://en.wikipedia.org/wiki/Voronoi_diagram). \n", - "$k$-means algorithm is focused on maximizing the compactness of clusters, while almost neglecting the separability of clusters - as we have seen using n_clusters = 6.\n", + "$k$-means algorithm is focused on maximizing the compactness of clusters, while almost ignoring the requirement of clusters separability, as in the example above with $k=6$ the three clusters in the large blob were essentially not separable.\n", "\n", - "In applications as image compression, clustering analysis is used to reduce the number of possible colors to an arbitrary number $k$ of values, starting from the several milions of possible values that colors in the RGB format can assume. \n", - "Each cluster of colors represents only one color after compression.\n", - "Colors in each clusters must be as close as possible to each other to make them almost undistinguishable under human eye inspection.\n", + "For tasks as image compression, clustering analysis is used to reduce the number of possible colors to an arbitrary number $k$ of values, starting from the several milions of possible values that colors in the RGB format can assume. \n", + "All colors grouped in the same cluster are substitured with a unique color after compression.\n", + "Thus, colors belonging in the same cluster must be as close as possible to each other, in order to make them almost undistinguishable under human eye inspection.\n", "If we also take into account that the algorithm must be fast and be able to deal with large images, $k$-means is an ideal algorithm for such purpose.\n", "\n", - "See the following references for more details regarding such applications:\n", + "You can find more details regarding this application in the following references:\n", "\n", "https://iopscience.iop.org/article/10.1088/1757-899X/563/5/052042\n", "\n", @@ -351,11 +352,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We have seen that $k$-means returns a reasonable partition of the dataset even when two clusters are searched.\n", - "In fact, we can also see the three clusters on the left side as three small partitions of a larger cluster.\n", + "We have shown that $k$-means returns a reasonable partition of the dataset even when 2 clusters are searched.\n", + "In fact, we can also see the three clusters on the left side as 3 small partitions of a larger supercluster.\n", "This specific example shows how different partitions of the dataset are meaningful, but we would also like to connect the different partitions in a hierarchical structure. \n", - "The best partition of the dataset clearly is the one that divides the dataset into 5 different clusters, but at the same time it is also interesting to notice that the three small clusters could be subpartitions of a larger cluster.\n", - "The definition of a structure as defined above, which connects the different clusters in a hierarchichal structure, is the goal of hierarchical clustering algorithms, that will be discussed in the next section. \n" + "The best partition of the dataset clearly is the one that divides the dataset into 5 different clusters, but at the same time it is also interesting to notice that the three small clusters could be subpartitions of a supercluster.\n", + "The definition of a structure that connects the different clusters in a hierarchichal structure is the goal of hierarchical clustering algorithms, that will be discussed in the next section. \n" ] }, { @@ -369,15 +370,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Hierarchical clutering is a clustering algorithm that builds clusters by iteratively merging or dividing them depending if a bottom-up or top-down strategy is adopted. Here we focus on agglomerative clustering which successively merges clusters.\n", + "Hierarchical clustering is a clustering algorithm that builds clusters by iteratively merging or dividing them depending whether a bottom-up or top-down strategy is adopted. Here we focus on agglomerative clustering.\n", "\n", - "Starting from a number of clusters equal to the total number of datapoints, i.e. each cluster contains only one datapoint, the agglomerative clustering algorithm iteratively merges the closesest clusters into a unique cluster until only one supercluster that contains all datapoints is defined.\n", - "Several possible solutions can be adopted for defining the distance between clusters, and the scikit-learn package supports the following linkage criteria:\n", + "Starting from a number of clusters equal to the total number of datapoints, i.e. each cluster contains only one datapoint, the agglomerative clustering algorithm iteratively merges the closest pair of clusters into a unique cluster until only one supercluster that contains all datapoints is defined.\n", + "Several possible solutions can be adopted to define the distance between clusters, and the scikit-learn package supports the following linkage criteria:\n", "\n", "1. Complete linkage - the distance between clusters is defined as the largest distance between all possible pairs of points in the two clusters.\n", "2. Average linkage - the distance between clusters is defined as the average distance between all pairs of points in the two clusters.\n", "3. Single linkage - the distance between clusters is defined as the shortest distance between all possible pairs of points in the two clusters.\n", - "4. Ward - the distance between clusters is defined as how much the internal distance of a cluster increases after merging two clusters. Internal distance of a cluster is the sum of the distances of all points within the cluster with the center of the cluster.\n", + "4. Ward - the distance between clusters is defined as how much the internal distance of a cluster increases after merging two clusters. Internal distance of a cluster is the sum of the distances of all points within the cluster from the center of the cluster.\n", "\n", "At each iteration, distances between clusters are computed according to the linkage criterion employed, then the closest clusters are merged. \n", "Clearly, we are not interested in obtaining one cluster that includes all points in the dataset, thus the algorithm requires a distance threshold as input parameter which determines when merging should be stopped. \n", @@ -387,21 +388,21 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2020-11-30T17:38:47.224192Z", - "start_time": "2020-11-30T17:38:47.059465Z" + "end_time": "2020-12-01T15:16:27.391295Z", + "start_time": "2020-12-01T15:16:27.254294Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f94a430b250>" + "<matplotlib.collections.PathCollection at 0x7f64f84a4f50>" ] }, - "execution_count": 10, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, @@ -435,18 +436,18 @@ } }, "source": [ - "The algorithm finds 4 clusters with a distance threshold of 100, which is not the most optimal partition of the dataset. \n", - "On the other hand, hierarchical clustering allows to inspect all steps that are performed by merging or dividing during clustering. \n", + "The algorithm finds 4 clusters with a distance threshold of 100, which is not the best partition of the dataset. \n", + "On the other hand, hierarchical clustering allows to inspect all merging steps that are performed during clustering. \n", "The whole clustering procedure is summarized in a dendrogram, i.e. a diagram that shows the hierarchical structure of clusters." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2020-11-30T16:39:37.326454Z", - "start_time": "2020-11-30T16:39:37.164953Z" + "end_time": "2020-12-01T15:16:27.537634Z", + "start_time": "2020-12-01T15:16:27.393079Z" } }, "outputs": [ @@ -473,19 +474,19 @@ "source": [ "The 'plot_dendogram' function requires the trained model, and some optional parameters are inserted to truncate plotting after 3 levels from the top. \n", "Each point in the abscissa represents a different cluster, and the value between parenthesis is the number of points in that specific cluster; the ordinate instead represents the distance threshold. \n", - "At the top there is only one supercluster, and by lowering the distance the number of clusters increases.\n", - "By inspecting the dendrogram, we can identify the larger cluster in the left branch, while the three smaller clusters originate from the right branch.\n", + "Initially, there is only one supercluster, and by lowering the distance the number of clusters increases.\n", + "By inspecting the dendrogram, we can identify the larger blob in the left branch, while the three smaller blobs originate from the right branch.\n", "\n", - "One of the biggest advantages of hierarchical clustering is that it allows to reveal the presence of nested clusters.\n", - "This can be useful when objects within a cluster share some external functionality, namely a parameter that is not employed in the metric used to determine clusters proximity. \n", - "It is then interesting when external functionalities are shared by objects at different levels of clustering, i.e. all objects in a supercluster share a common functionality but other functionalities separate them into smaller subclusters.\n", - "Such scenario is typical of gene expression \n", + "One of the main reason for using hierarchical clustering is that it allows to reveal the presence of nested clusters.\n", + "This can be useful when objects within a cluster share some external functionality, namely a parameter that is not employed in the metric that is used to determine clusters proximity. \n", + "Then, for example, different external functionalities are shared by objects at different levels of clustering, i.e. all objects in a supercluster share a common functionality but differ for other functionalities which separate them into smaller subclusters.\n", + "Hierarchical clustering can in this case help give a logical and ordered structure of the different functionalities, or allow to infer a yet unknown external functionality of elements in a specific cluster.\n", + "The described scenario is typical of gene expression, where hierarchical clustering is an established analysis tool.\n", + "In the following link we can see an example of such analysis: \n", "\n", "https://pubmed.ncbi.nlm.nih.gov/20623278/\n", "\n", - "\n", - "\n", - "Below, we can verify that inserting 40 as distance threshold, the algorithm partitions the space into 4 clusters." + "Coming back to our 2-dimensional example, we can deploy information taken from the dendrogram and verify that inserting 40 as distance threshold, the algorithm partitions the space into 5 clusters." ] }, { @@ -493,15 +494,15 @@ "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2020-11-30T17:19:02.889436Z", - "start_time": "2020-11-30T17:19:02.729780Z" + "end_time": "2020-12-01T15:16:27.674285Z", + "start_time": "2020-12-01T15:16:27.539084Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f94a4393b50>" + "<matplotlib.collections.PathCollection at 0x7f64f839b3d0>" ] }, "execution_count": 9, @@ -533,33 +534,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Results obtained are identical to $k$-means results. \n", - "This is not a coincidence, as the target function that $k$-means and the ward criterion attempt to minimize is essentially the same, as both methods define clusters so as to minimize the within cluster distances. Hence, we would expect this algorithm to not be able to detect irregular shapes as $k$-means. We then deploy the nonlinear dataset. " + "Results that we have obtained are identical to the previous $k$-means results. \n", + "This is not a coincidence, as the target function that $k$-means and the ward criterion attempt to minimize is essentially the same, since both methods define clusters so as to minimize the within cluster distances. \n", + "Both methods attempt to create clusters as more compact as possible, thus forcing the creation of clusters with regular shapes.\n", + "We might then wonder how such algorithms perform when tested over clusters with irregular shapes.\n", + "\n", + "Below, we add to the previous dataset two clusters with irregular shapes that are generated using the 'make_moons' function from the scikit-learn package." ] }, - { - "cell_type": "markdown", - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-30T17:18:05.067182Z", - "start_time": "2020-11-30T17:18:05.060155Z" - } - }, - "source": [] - }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2020-11-27T12:35:03.850707Z", - "start_time": "2020-11-27T12:35:03.733971Z" + "end_time": "2020-12-01T15:16:28.071762Z", + "start_time": "2020-12-01T15:16:27.952673Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -571,15 +566,6 @@ } ], "source": [ - "random_state = 0\n", - "centers = [[10,5],[0,3],[-5,0],[3,0]]\n", - "n_samples = [500,200,300,100]\n", - "cluster_std=[1.5,1,1,0.5]\n", - "\n", - "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", - " random_state=random_state,\n", - " cluster_std=cluster_std,\n", - " centers=centers)\n", "def scaling (X, a_x, b_y):\n", " transformation = np.array([[a_x,0],[0,b_y]])\n", " return np.dot(transformation,X.T).T\n", @@ -599,31 +585,28 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We test the ward linkage criterion and $k$-means over the new dataset." + ] + }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 61, "metadata": { "ExecuteTime": { - "end_time": "2020-11-27T12:35:30.305516Z", - "start_time": "2020-11-27T12:35:30.147408Z" + "end_time": "2020-12-01T15:57:18.342514Z", + "start_time": "2020-12-01T15:57:18.035470Z" } }, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f8ecb308750>" - ] - }, - "execution_count": 162, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { @@ -633,43 +616,47 @@ } ], "source": [ - "distance_threshold = 50\n", + "fig, axs = plt.subplots(1,2,figsize=[16,6])\n", + "labels = KMeans(n_clusters=6).fit_predict(X_moons)\n", + "axs[0].scatter(X_moons[:,0],X_moons[:,1],c=labels)\n", + "axs[0].set_title ('k-means', size=title_size)\n", + "distance_threshold = 40\n", "model = AgglomerativeClustering (distance_threshold=distance_threshold, n_clusters=None, linkage='ward')\n", "model.fit(X_moons)\n", "labels = model.labels_\n", - "plt.scatter(X_moons[:,0],X_moons[:,1],c=labels)" + "axs[1].scatter(X_moons[:,0],X_moons[:,1],c=labels)\n", + "axs[1].set_title('ward', size=title_size);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Agglomerative clustering using the ward criterion fails to detect irregular shapes. However, other linkage criteria are available, and we test the single linkage criterion." + "As we can see both $k$-means and the ward criterion fail to detect irregular shapes.\n", + "In the 'moons' clusters, many points are closer to the other cluster center than to its own. \n", + "It is then not surprising that methods which attempt to maximize compactness do not distinguish the two moons.\n", + "On the other hand, if we wish to find clusters well separated these methods are not well suited.\n", + "In fact, the separation of points from the same half-moon into different clusters might seem arbitrary, and when this happens for only one of the half-moons, as when the ward criterion is used, such clustering appears inaccurate.\n", + "To detect irregular shapes as the half-moons we should employ a different algorithm that is not concerned with minimizing the within cluster distances.\n", + "\n", + "The single linkage criterion merges the two clusters with the minimal possible distance among all their points, regardless of the clusters dimensions and shapes.\n", + "Such behaviour promotes a rich-get-richer dynamics, where a cluster defined in a region of high-density points keeps growing assuming any possible shape and dimension. \n", + "We employ this criterion to test whether it is able to detect the shape of the half-moons." ] }, { "cell_type": "code", - "execution_count": 163, + "execution_count": 60, "metadata": { "ExecuteTime": { - "end_time": "2020-11-27T12:35:39.080895Z", - "start_time": "2020-11-27T12:35:38.918937Z" + "end_time": "2020-12-01T15:57:09.758211Z", + "start_time": "2020-12-01T15:57:09.615144Z" } }, "outputs": [ { "data": { - "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f8ecb2f6a90>" - ] - }, - "execution_count": 163, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -681,26 +668,35 @@ } ], "source": [ - "distance_threshold = 1\n", + "distance_threshold = 1.03\n", "model = AgglomerativeClustering (distance_threshold=distance_threshold, n_clusters=None, linkage='single')\n", "model.fit(X_moons)\n", "labels = model.labels_\n", - "plt.scatter(X_moons[:,0],X_moons[:,1],c=labels)" + "plt.title('Single linkage', size=title_size)\n", + "plt.scatter(X_moons[:,0],X_moons[:,1],c=labels);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that the single linkage criterion has been able to separate the two half-moons and the blobs.\n", + "However, we can also see that there are few more clusters containing only one point, because such points are too far from the original blobs to be part of that cluster with the current distance threshold. We can then try to increase the distance threshold to include the single points into a larger cluster." ] }, { "cell_type": "code", - "execution_count": 164, + "execution_count": 63, "metadata": { "ExecuteTime": { - "end_time": "2020-11-27T12:35:45.133486Z", - "start_time": "2020-11-27T12:35:44.947500Z" + "end_time": "2020-12-01T15:59:54.639375Z", + "start_time": "2020-12-01T15:59:54.498216Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -712,59 +708,68 @@ } ], "source": [ - "plot_dendrogram(model, truncate_mode='level', p=3)\n" + "distance_threshold = 1.04\n", + "model = AgglomerativeClustering (distance_threshold=distance_threshold, n_clusters=None, linkage='single')\n", + "model.fit(X_moons)\n", + "labels = model.labels_\n", + "plt.title('Single linkage', size=title_size)\n", + "plt.scatter(X_moons[:,0],X_moons[:,1],c=labels);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The single linkage criterion promotes a 'rich get richer' behaviour, where clusters of larger dimensions tend to grow more creating uneven cluster shapes. This methdo is able to detect arbitrary shapes as we see above, but this happens because shapes are well defined. We can already see here that few isolated points are considered as clusters per se, which indicates that this algorithm might face problems when data is noisy.\n", - "\n", - "We add noise to the datast and test how single linkage performs." + "A small increase in the distance threshold has brought to merging two blobs rather than adding the single point to a larger cluster. \n", + "This example shows a number of problems about this method.\n", + "Firstly, assessment of the distance threshold value is not a trivial task.\n", + "Secondly, the rich-get-richer behaviour of the algoritm makes clusters separation difficult, as in this case the algorithm merged two reasonably separeted clusters rather than including the single point cluster.\n", + "We might expect such problem to be more evident in case of outliers or noisy data, because single points can act as bridge between large clusters.\n", + "We add then noise to the previous dataset and test performance of the single linkage criterion." ] }, { "cell_type": "code", - "execution_count": 176, + "execution_count": 106, "metadata": { "ExecuteTime": { - "end_time": "2020-11-27T12:40:04.331837Z", - "start_time": "2020-11-27T12:40:04.325195Z" + "end_time": "2020-12-01T16:47:44.323010Z", + "start_time": "2020-12-01T16:47:44.313492Z" } }, "outputs": [], "source": [ - "noise_points = 200 \n", - "noise = np.concatenate([np.expand_dims(np.random.random(noise_points),axis=1)*30-10,\n", - " np.expand_dims(np.random.random(noise_points),axis=1)*20-5],axis=1)\n", + "noise_points = 100 \n", + "np.random.seed(seed=1)\n", + "noise = np.concatenate([np.expand_dims(np.random.random_sample(noise_points),axis=1)*30-10,\n", + " np.expand_dims(np.random.random_sample(noise_points),axis=1)*20-5],axis=1)\n", "y_noisy = np.concatenate ([-1*np.ones(noise_points),y_moons])\n", "X_noisy = np.concatenate([noise,X_moons])" ] }, { "cell_type": "code", - "execution_count": 177, + "execution_count": 117, "metadata": { "ExecuteTime": { - "end_time": "2020-11-27T12:40:04.906112Z", - "start_time": "2020-11-27T12:40:04.755871Z" + "end_time": "2020-12-01T16:56:03.050848Z", + "start_time": "2020-12-01T16:56:02.907106Z" } }, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f8ed4ad6e90>" + "<matplotlib.collections.PathCollection at 0x7f64e021b890>" ] }, - "execution_count": 177, + "execution_count": 117, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -787,10 +792,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Noise acts as a bridge which connects the different clusters, that makes a clear distinction of the different shapes more difficult. In this example, we see that noise detection has an impact on the performance of clustering algorithms.\n", - "\n", - "\n", - "In the next section we introduce into density based clustering algorithms, and more specifically DBSCAN, an algorithm that was specifically designed for applications with noise.\n" + "Even a small amount of noise, as in this case, prevents the algorithm to separate the blobs and the half-moons.\n", + "A human inspection can easily discern noise from the clusters that we have generated.\n", + "Our understanding is based on the evidence that there are regions that are differently densely populated. \n", + "We can reasonably deduce that the most dense regions are clusters, while noise populates regions less dense.\n", + "The concept of extracting clusters from more dense regions is at the base of DBSCAN, a density-based clustering algorithms that is discussed in the next section." ] }, {