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ComparingClusteringAlgorithms.ipynb を google colab で実行できるようにしたもの
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{
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"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
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"file_extension": ".py",
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"name": "python",
"nbconvert_exporter": "python",
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"version": "2.7.10"
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"colab": {
"name": "ComparingClusteringAlgorithms.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/hnishi/f7bc10bd7d94da14507aab00096869fd/comparingclusteringalgorithms.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2w3T-_Ld8rSJ",
"colab_type": "text"
},
"source": [
"# Comparing Python Clustering Algorithms\n",
"#### (Why you should use HDBSCAN)\n",
"\n",
"There are a lot of clustering algorithms to choose from. The standard `sklearn` clustering suite has thirteen different clustering classes alone. So what clustering algorithms should you be using? As with every question in data science and machine learning it depends on your data. A number of those thirteen classes in `sklearn` are specialised for certain tasks (such as co-clustering and bi-clustering, or clustering features instead data points). Obviously an algorithm specializing in text clustering is going to be the right choice for clustering text data, and other algorithms specialize in other specific kinds of data. Thus, if you know enough about your data, you can narrow down on the clustering algorithm that best suits that kind of data, or the sorts of important properties your data has, or the sorts of clustering you need done. All well and good, but what if you don't know much about your data? If, for example, you are 'just looking' and doing some exploratory data analysis (EDA) it is not so easy to choose a specialized algorithm. So, what algorithm is good for exploratory data analysis?\n",
"\n",
"### Some rules for EDA clustering\n",
"\n",
"To start, lets' lay down some ground rules of what we need a good EDA clustering algorithm to do, then we can set about seeing how the algorithms available stack up.\n",
"\n",
"* **Don't be wrong!**: If you are doing EDA you are trying to learn and gain intuitions about your data. In that case it is far better to get no result at all than a result that is wrong. Bad results lead to false intuitions which in turn send you down completely the wrong path. Not only do you not understand your data, you *misunderstand* your data. This means a good EDA clustering algorithm needs to conservative in int's clustering; it should be willing to not assign points to clusters; it should not group points together unless they really are in a cluster; this is true of far fewer algorithms than you might think.\n",
"* **Intuitive Parameters**: All clustering algorithms have parameters; you need some knobs to turn to adjust things. The question is: how do you pick settings for those parameters? If you know little about your data it can be hard to determine what value or setting a parameter should have. This means parameters need to be intuitive enough that you can hopefully set them without having to know a lot about your data.\n",
"* **Stable Clusters**: If you run the algorithm twice with a different random initialization, you should expect to get roughly the same clusters back. If you are sampling your data, taking a different random sample shouldn't radically change the resulting cluster structure (unless your sampling has problems). If you vary the clustering algorithm parameters you want the clustering to change in a somewhat stable predictable fashion.\n",
"* **Performance**: Data sets are only getting bigger. You can sub-sample (but see *stability*), but ultimately you need a clustering algorithm that can scale to large data sizes. A clustering algorithm isn't much use if you can only use it if you take such a small sub-sample that it is no longer representative of the data at large!\n",
"\n",
"There are other nice to have features like soft clusters, or overlapping clusters, but the above desiderata is enough to get started with because, oddly enough, very few clustering algorithms can satisfy them all!"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3PxBtOep8rSL",
"colab_type": "text"
},
"source": [
"## Getting set up\n",
"\n",
"If we are going to compare clustering algorithms we'll need a few things; first some libraries to load and cluster the data, and second some visualisation tools so we can look at the results of clustering. "
]
},
{
"cell_type": "code",
"metadata": {
"id": "tCE59g-y8rSM",
"colab_type": "code",
"colab": {}
},
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import sklearn.cluster as cluster\n",
"import time\n",
"%matplotlib inline\n",
"sns.set_context('poster')\n",
"sns.set_color_codes()\n",
"plot_kwds = {'alpha' : 0.25, 's' : 80, 'linewidths':0}"
],
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "cMhhfH_w82RV",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 68
},
"outputId": "6489b75f-baff-44dc-dd28-637beed73c58"
},
"source": [
"!curl -O https://raw.githubusercontent.com/scikit-learn-contrib/hdbscan/master/notebooks/clusterable_data.npy"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
" % Total % Received % Xferd Average Speed Time Time Time Current\n",
" Dload Upload Total Spent Left Speed\n",
"\r 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\r100 37024 100 37024 0 0 254k 0 --:--:-- --:--:-- --:--:-- 254k\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gcvnXg1U8rSS",
"colab_type": "text"
},
"source": [
"Next we need some data. In order to make this more interesting I've constructed an artificial dataset that will give clustering algorithms a challenge -- some non-globular clusters, some noise etc.; the sorts of things we expect to crop up in messy real-world data. So that we can actually visualize clusterings the dataset is two dimensional; this is not something we expect from real-world data where you generally can't just visualize and see what is going on."
]
},
{
"cell_type": "code",
"metadata": {
"id": "Liu33hsZ8rST",
"colab_type": "code",
"colab": {}
},
"source": [
"data = np.load('clusterable_data.npy')"
],
"execution_count": 9,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "ykp8ME1P8rSX",
"colab_type": "text"
},
"source": [
"So let's have a look at the data and see what we have."
]
},
{
"cell_type": "code",
"metadata": {
"id": "dBbEWzE18rSY",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 272
},
"outputId": "9e435420-aef5-44ae-fd31-ff963f3dee59"
},
"source": [
"plt.scatter(data.T[0], data.T[1], c='b', **plot_kwds)\n",
"frame = plt.gca()\n",
"frame.axes.get_xaxis().set_visible(False)\n",
"frame.axes.get_yaxis().set_visible(False)"
],
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "eprEnbXb8rSe",
"colab_type": "text"
},
"source": [
"It's messy, but there are certainly some clusters that you can pick out by eye; determining the exact boundaries of those clusters is harder of course, but we can hope that our clustering algorithms will find at least some of those clusters. So, on to testing ..."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "m25yEBvS8rSf",
"colab_type": "text"
},
"source": [
"## Testing Clustering Algorithms\n",
"\n",
"To start let's set up a little utility function to do the clustering and plot the results for us. We can time the clustering algorithm while we're at it and add that to the plot since we do care about performance."
]
},
{
"cell_type": "code",
"metadata": {
"id": "2n2N--ey8rSf",
"colab_type": "code",
"colab": {}
},
"source": [
"def plot_clusters(data, algorithm, args, kwds):\n",
" start_time = time.time()\n",
" labels = algorithm(*args, **kwds).fit_predict(data)\n",
" end_time = time.time()\n",
" palette = sns.color_palette('deep', np.unique(labels).max() + 1)\n",
" colors = [palette[x] if x >= 0 else (0.0, 0.0, 0.0) for x in labels]\n",
" plt.scatter(data.T[0], data.T[1], c=colors, **plot_kwds)\n",
" frame = plt.gca()\n",
" frame.axes.get_xaxis().set_visible(False)\n",
" frame.axes.get_yaxis().set_visible(False)\n",
" plt.title('Clusters found by {}'.format(str(algorithm.__name__)), fontsize=24)\n",
" plt.text(-0.5, 0.7, 'Clustering took {:.2f} s'.format(end_time - start_time), fontsize=14)"
],
"execution_count": 11,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "6d_-y8Jn8rSk",
"colab_type": "text"
},
"source": [
"Before we try doing the clustering, there are some things to keep in mind as we look at the results.\n",
"\n",
"* In real use cases we *can't* look at the data and realise points are not really in a cluster; we have to take the clustering algorithm at its word.\n",
"* This is a small dataset, so poor performance here bodes very badly.\n",
"\n",
"On to the clustering algorithms."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aBDaymIW8rSm",
"colab_type": "text"
},
"source": [
"## K-Means\n",
"\n",
"K-Means is the 'go-to' clustering algorithm for many simply because it is fast, easy to understand, and available everywhere (there's an implementation in almost any statistical or machine learning tool you care to use). K-Means has a few problems however. The first is that it isn't a clustering algorithm, it is a partitioning algorithm. That is to say K-means doesn't 'find clusters' it partitions your dataset into as many (assumed to be globular) chunks as you ask for by attempting to minimize intra-partition distances. That leads to the second problem: you need to specify exactly how many clusters you expect. If you know a lot about your data then that is something you might expect to know. If, on the other hand, you are simply exploring a new dataset then 'number of clusters' is a hard parameter to have any good intuition for. The usually proposed solution is to run K-Means for many different 'number of clusters' values and score each clustering with some 'cluster goodness' measure (usually a variation on intra-cluster vs inter-cluster distances) and attempt to find an 'elbow'. If you've ever done this in practice you know that finding said elbow is usually not so easy, nor does it necessarily correlate as well with the actual 'natural' number of clusters as you might like. Finally K-Means is also dependent upon initialization; give it multiple different random starts and you can get multiple different clusterings. This does not engender much confidence in any individual clustering that may result.\n",
"\n",
"So, in summary, here's how K-Means seems to stack up against out desiderata:\n",
"* **Don't be wrong!**: K-means is going to throw points into clusters whether they belong or not; it also assumes you clusters are globular. K-Means scores very poorly on this point.\n",
"* **Intuitive parameters**: If you have a good intuition for how many clusters the dataset your exploring has then great, otherwise you might have a problem.\n",
"* **Stability**: Hopefully the clustering is stable for your data. Best to have many runs and check though.\n",
"* **Performance**: This is K-Means big win. It's a simple algorithm and with the right tricks and optimizations can be made exceptionally efficient. There are few algorithms that can compete with K-Means for performance. If you have truly huge data then K-Means might be your only option.\n",
"\n",
"But enough opinion, how does K-Means perform on our test dataset? Let's have look. We'll be generous and use our knowledge that there are six natural clusters and give that to K-Means."
]
},
{
"cell_type": "code",
"metadata": {
"id": "Z1Pnqmzk8rSn",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
},
"outputId": "32965334-4dbf-408c-9db3-cb96549501c7"
},
"source": [
"plot_clusters(data, cluster.KMeans, (), {'n_clusters':6})"
],
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "o-bh2duk8rSs",
"colab_type": "text"
},
"source": [
"We see some interesting results. First, the assumption of perfectly globular clusters means that the natural clusters have been spliced and clumped into various more globular shapes. Worse, the noise points get lumped into clusters as well: in some cases, due to where relative cluster centers ended up, points very distant from a cluster get lumped in. Having noise pollute your clusters like this is particularly bad in an EDA world since they can easily mislead your intuition and understanding of the data. On a more positive note we completed clustering very quickly indeed, so at least we can be wrong quickly."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CgGAMPxr8rSt",
"colab_type": "text"
},
"source": [
"## Affinity Propagation\n",
"\n",
"Affinity Propagation is a newer clustering algorithm that uses a graph based approach to let points 'vote' on their preferred 'exemplar'. The end result is a set of cluster 'exemplars' from which we derive clusters by essentially doing what K-Means does and assigning each point to the cluster of it's nearest exemplar. Affinity Propagation has some advantages over K-Means. First of all the graph based exemplar voting means that the user doesn't need to specify the number of clusters. Second, due to how the algorithm works under the hood with the graph representation it allows for non-metric dissimilarities (i.e. we can have dissimilarities that don't obey the triangle inequality, or aren't symmetric). This second point is important if you are ever working with data isn't naturally embedded in a metric space of some kind; few clustering algorithms support, for example, non-symmetric dissimilarities. Finally Affinity Propagation does, at least, have better stability over runs (but not over parameter ranges!).\n",
"\n",
"The weak points of Affinity Propagation are similar to K-Means. Since it partitions the data just like K-Means we expect to see the same sorts of problems, particularly with noisy data. While Affinity Propagation eliminates the need to specify the number of clusters, it has 'preference' and 'damping' parameters. Picking these parameters well can be difficult. The implementation in `sklearn` default preference to the median dissimilarity. This tends to result in a very large number of clusters. A better value is something smaller (or negative) but data dependent. Finally Affinity Propagation is *slow*; since it supports non-metric dissimilarities it can't take any of the shortcuts available to other algorithms, and the basic operations are expensive as data size grows.\n",
"\n",
"So, in summary, over our desiderata we have:\n",
"\n",
"* **Don't be wrong**: The same issues as K-Means; Affinity Propagation is going to throw points into clusters whether they belong or not; it also assumes you clusters are globular.\n",
"* **Intuitive Parameters**: It can be easier to guess at preference and damping than number of clusters, but since Affinity Propagation is quite sensitive to preference values it can be fiddly to get \"right\". This isn't really that much of an improvement over K-Means.\n",
"* **Stability**: Affinity Propagation is deterministic over runs.\n",
"* **Performance**: Affinity Propagation tends to be very slow. In practice running it on large datasets is essentially impossible without a carefully crafted and optimized implementation (i.e. not the default one available in `sklearn`).\n",
"\n",
"And how does it look in practice on our chosen dataset? I've tried to select a preference and damping value that gives a reasonable number of clusters (in this case six) but feel free to play with the parameters yourself and see if you can come up with a better clustering."
]
},
{
"cell_type": "code",
"metadata": {
"id": "CR0hSpqB8rSu",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
},
"outputId": "fedc5b21-57a4-4872-cee8-cf3c31c4500a"
},
"source": [
"plot_clusters(data, cluster.AffinityPropagation, (), {'preference':-5.0, 'damping':0.95})"
],
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "GL39XJ-18rSz",
"colab_type": "text"
},
"source": [
"The result is eerily similar to K-Means and has all the same problems. The globular clusters have lumped together splied parts of various 'natural' clusters. The noise points have been assigned to clusters regardless of being significant outliers. In other words, we'll have a very poor intuitive understanding of our data based on these 'clusters'. Worse still it took us several seconds to arrive at this unenlightening conclusion."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QksuYi8b8rS0",
"colab_type": "text"
},
"source": [
"## Mean Shift\n",
"\n",
"Mean shift is another option if you don't want to have to specify the number of clusters. It is centroid based, like K-Means and affinity propagation, but can return clusters instead of a partition. The underlying idea of the Mean Shift algorithm is that there exists some probability density function from which the data is drawn, and tries to place centroids of clusters at the maxima of that density function. It approximates this via kernel density estimation techniques, and the key parameter is then the bandwidth of the kernel used. This is easier to guess than the number of clusters, but may require some staring at, say, the distributions of pairwise distances between data points to choose successfully. The other issue (at least with the sklearn implementation) is that it is fairly slow depsite potentially having good scaling!\n",
"\n",
"How does Mean Shift fare against out criteria? In principle proming, but in practice ...\n",
"\n",
"* **Don't be wrong!**: Mean Shift doesn't cluster every point, but it still aims for globular clusters, and in practice it can return less than ideal results (see below for example). Without visual validation it can be hard to know how wrong it may be.\n",
"* **Intuitive parameters**: Mean Shift has more intuitive and meaningful parameters; this is certainly a strength.\n",
"* **Stability**: Mean Shift results can vary a lot as you vary the bandwidth parameter (which can make selection more difficult than it first appears. It also has a random initialisation, which means stability under runs can vary (if you reseed the random start).\n",
"* **Performance**: While Mean Shift has good scalability in principle (using ball trees) in practice the sklearn implementation is slow; this is a serious weak point for Mean Shift.\n",
"\n",
"Let's see how it works on some actual data. I spent a while trying to find a good bandwidth value that resulted in a reasonable clustering. The choice below is about the best I found."
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": false,
"id": "lzr53rOr8rS0",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
},
"outputId": "48c7958f-f1ef-4d14-8b2b-78dd97b21141"
},
"source": [
"plot_clusters(data, cluster.MeanShift, (0.175,), {'cluster_all':False})"
],
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-qPDer_s8rS5",
"colab_type": "text"
},
"source": [
"We at least aren't polluting our clusters with as much noise, but we certainly have dense regions left as noise and clusters that run across and split what seem like natural clusters. There is also the outlying yellow cluster group that doesn't make a lot of sense. Thus while Mean Shift had good promise, and is certainly better than K-Means, it's still short of our desiderata. Worse still it took over 4 seconds to cluster this small dataset!"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "anyRpyr68rS6",
"colab_type": "text"
},
"source": [
"## Spectral Clustering\n",
"\n",
"Spectral clustering can best be thought of as a graph clustering. For spatial data one can think of inducing a graph based on the distances between points (potentially a k-NN graph, or even a dense graph). From there spectral clustering will look at the eigenvectors of the Laplacian of the graph to attempt to find a good (low dimensional) embedding of the graph into Euclidean space. This is essentially a kind of manifold learning, finding a transformation of our original space so as to better represent manifold distances for some manifold that the data is assumed to lie on. Once we have the transformed space a standard clustering algorithm is run; with `sklearn` the default is K-Means. That means that the key for spectral clustering is the transformation of the space. Presuming we can better respect the manifold we'll get a better clustering -- we need worry less about K-Means globular clusters as they are merely globular on the transformed space and not the original space. We unfortunately retain some of K-Means weaknesses: we still partition the data instead of clustering it; we have the hard to guess 'number of clusters' parameter; we have stability issues inherited from K-Means. Worse, if we operate on the dense graph of the distance matrix we have a very expensive initial step and sacrifice performance.\n",
"\n",
"So, in summary:\n",
"\n",
"* **Don't be wrong!**: We are less wrong, in that we don't have a purely globular cluster assumption; we do still have partitioning and hence are polluting clusters with noise, messing with our understanding of the clusters and hence the data.\n",
"* **Intuitive parameters**: We are no better than K-Means here; we have to know the correct number of clusters, or hope to guess by clustering over a range of parameter values and finding some way to pick the 'right one'.\n",
"* **Stability**: Slightly more stable than K-Means due to the transformation, but we still suffer from those issues.\n",
"* **Performance**: For spatial data we don't have a sparse graph (unless we prep one ourselves) so the result is a somewhat slower algorithm.\n",
"\n",
"Let's have a look at how it operates on our test dataset. Again, we'll be generous and give it the six clusters to look for."
]
},
{
"cell_type": "code",
"metadata": {
"id": "MWEySeZa8rS7",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
},
"outputId": "03123bae-ceb2-47a4-9e8a-398fe6366e27"
},
"source": [
"plot_clusters(data, cluster.SpectralClustering, (), {'n_clusters':6})"
],
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pOtsVdTr8rS_",
"colab_type": "text"
},
"source": [
"Spectral clustering performed *better* on the long thin clusters, but still ended up cutting some of them strangely and dumping parts of them in with other clusters. We also still have the issue of noise points polluting our clusters, so again our intuitions are going to be led astray. Performance was a distinct improvement of Affinity Propagation however. Over all we are doing better, but are still a long way from achieving our desiderata."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cyHp9gaF8rTA",
"colab_type": "text"
},
"source": [
"## Agglomerative Clustering\n",
"\n",
"Agglomerative clustering is really a suite of algorithms all based on the same idea. The fundamental idea is that you start with each point in it's own cluster and then, for each cluster, use some criterion to choose another cluster to merge with. Do this repeatedly until you have only one cluster and you get get a hierarchy, or binary tree, of clusters branching down to the last layer which has a leaf for each point in the dataset. The most basic version of this, single linkage, chooses the closest cluster to merge, and hence the tree can be ranked by distance as to when clusters merged/split. More complex variations use things like mean distance between clusters, or distance between cluster centroids etc. to determine which cluster to merge. Once you have a cluster hierarchy you can choose a level or cut (according to some criteria) and take the clusters at that level of the tree. For `sklearn` we usually choose a cut based on a 'number of clusters' parameter passed in.\n",
"\n",
"The advantage of this approach is that clusters can grow 'following the underlying manifold' rather than being presumed to be globular. You can also inspect the dendrogram of clusters and get more information about how clusters break down. On the other hand, if you want a flat set of clusters you need to choose a cut of the dendrogram, and that can be hard to determine. You can take the `sklearn` approach and specify a number of clusters, but as we've already discussed that isn't a particularly intuitive parameter when you're doing EDA. You can look at the dendrogram and try to pick a natural cut, but this is similar to finding the 'elbow' across varying `k` values for K-Means: in principle it's fine, and the textbook examples always make it look easy, but in practice on messy real world data the 'obvious' choice is often far from obvious. We are also still partitioning rather than clustering the data, so we still have that persistent issue of noise polluting our clusters. Fortunately performance can be pretty good; the `sklearn` implementation is fairly slow, but [`fastcluster`](https://pypi.python.org/pypi/fastcluster) provides high performance agglomerative clustering if that's what you need.\n",
"\n",
"So, in summary:\n",
"\n",
"* **Don't be wrong!**: We have gotten rid of the globular assumption, but we are still assuming that all the data belongs in clusters with no noise.\n",
"* **Intuitive parameters**: Similar to K-Means we are stuck choosing the number of clusters (not easy in EDA), or trying to discern some natural parameter value from a plot that may or may not have any obvious natural choices.\n",
"* **Stability**: Agglomerative clustering is stable across runs and the dendrogram shows how it varies over parameter choices (in a reasonably stable way), so stability is a strong point.\n",
"* **Performance**: Performance can be good if you get the right implementation.\n",
"\n",
"So, let's see it clustering data. I chose to provide the correct number of clusters (six) and use Ward as the linkage/merge method. This is a more robust method than say single linkage, but it does tend toward more globular clusters."
]
},
{
"cell_type": "code",
"metadata": {
"id": "KcuOAVaC8rTB",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
},
"outputId": "9e847d50-0985-4cbf-8cd0-401e1ebd4f31"
},
"source": [
"plot_clusters(data, cluster.AgglomerativeClustering, (), {'n_clusters':6, 'linkage':'ward'})"
],
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "RHnCipWf8rTF",
"colab_type": "text"
},
"source": [
"Similar to the spectral clustering we have handled the long thin clusters much better than K-Means or Affinity Propagation. We in fact improved on spectral clustering a bit on that front. We do still have clusters that contain parts of several different natural clusters, but those 'mis-clusterings' are smaller. We also still have all the noise points polluting our clusters. The end result is probably the best clustering we've seen so far, but given the mis-clustering and noise issues we are still not going to get as good an intuition for the data as we might reasonably hope for."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "eOdkJgbB8rTR",
"colab_type": "text"
},
"source": [
"## DBSCAN\n",
"\n",
"DBSCAN is a density based algorithm -- it assumes clusters for dense regions. It is also the first actual clustering algorithm we've looked at: it doesn't require that every point be assigned to a cluster and hence doesn't partition the data, but instead extracts the 'dense' clusters and leaves sparse background classified as 'noise'. In practice DBSCAN is related to agglomerative clustering. As a first step DBSCAN transforms the space according to the density of the data: points in dense regions are left alone, while points in sparse regions are moved further away. Applying single linkage clustering to the transformed space results in a dendrogram, which we cut according to a distance parameter (called epsilon or `eps` in many implementations) to get clusters. Importantly any singleton clusters at that cut level are deemed to be 'noise' and left unclustered. This provides several advantages: we get the manifold following behaviour of agglomerative clustering, and we get actual clustering as opposed to partitioning. Better yet, since we can frame the algorithm in terms of local region queries we can use various tricks such as kdtrees to get exceptionally good performance and scale to dataset sizes that are otherwise unapproachable with algorithms other than K-Means. There are some catches however. Obviously epsilon can be hard to pick; you can do some data analysis and get a good guess, but the algorithm can be quite sensitive to the choice of the parameter. The density based transformation depends on another parameter (`min_samples` in `sklearn`). Finally the combination of `min_samples` and `eps` amounts to a choice of density and the clustering only finds clusters at or above that density; if your data has variable density clusters then DBSCAN is either going to miss them, split them up, or lump some of them together depending on your parameter choices.\n",
"\n",
"So, in summary:\n",
"\n",
"* **Don't be wrong!**: Clusters don't need to be globular, and won't have noise lumped in; varying density clusters may cause problems, but that is more in the form of insufficient detail rather than explicitly wrong. DBSCAN is the first clustering algorithm we've looked at that actually meets the 'Don't be wrong!' requirement.\n",
"* **Intuitive parameters**: Epsilon is a distance value, so you can survey the distribution of distances in your dataset to attempt to get an idea of where it should lie. In practice, however, this isn't an especially intuitive parameter, nor is it easy to get right.\n",
"* **Stability**: DBSCAN is stable across runs (and to some extent subsampling if you re-parameterize well); stability over varying epsilon and min samples is not so good.\n",
"* **Performance**: This is DBSCAN's other great strength; few clustering algorithms can tackle datasets as large as DBSCAN can.\n",
"\n",
"So how does it cluster our test dataset? I played with a few epsilon values until I got somethign reasonable, but there was little science to this -- getting the parameters right can be hard."
]
},
{
"cell_type": "code",
"metadata": {
"id": "d4dRAxgL8rTR",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
},
"outputId": "5b60ee46-936c-4d32-8cc2-3a6d3b999897"
},
"source": [
"plot_clusters(data, cluster.DBSCAN, (), {'eps':0.025})"
],
"execution_count": 18,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "McnMpX2m8rTU",
"colab_type": "text"
},
"source": [
"This is a pretty decent clustering; we've lumped natural clusters together a couple of times, but at least we didn't carve them up to do so. We also picked up a few tiny clusters in amongst the large sparse cluster. These problems are artifacts of not handling variable density clusters -- to get the sparser clusters to cluster we end up lumping some of the denser clusters with them; in the meantime the very sparse cluster is still broken up into several clusters. All in all we're finally doing a decent job, but there's still plenty of room for improvement."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bbU5itMO8rTU",
"colab_type": "text"
},
"source": [
"## HDBSCAN\n",
"\n",
"HDBSCAN is a recent algorithm developed by some of the same people who write the original DBSCAN paper. Their goal was to allow varying density clusters. The algorithm starts off much the same as DBSCAN: we transform the space according to density, exactly as DBSCAN does, and perform single linkage clustering on the transformed space. Instead of taking an epsilon value as a cut level for the dendrogram however, a different approach is taken: the dendrogram is condensed by viewing splits that result in a small number of points splitting off as points 'falling out of a cluster'. This results in a smaller tree with fewer clusters that 'lose points'. That tree can then be used to select the most stable or persistent clusters. This process allows the tree to be cut at varying height, picking our varying density clusters based on cluster stability. The immediate advantage of this is that we can ave varying density clusters; the second benefit is that we have eliminated the epsilon parameter as we no longer need it to choose a cut of the dendrogram. Instead we have a new parameter `min_cluster_size` which is used to determine whether points are 'falling out of a cluster' or splitting to form two new clusters. This trades an unintuitive parameter for one that is not so hard to choose for EDA (what is the minimum size cluster I am willing to care about?).\n",
"\n",
"So, in summary:\n",
"\n",
"* **Don't be wrong!**: We inherited all the benefits of DBSCAN and removed the varying density clusters issue. HDBSCAN is easily the strongest option on the 'Don't be wrong!' front.\n",
"* **Intuitive parameters**: Choosing a mimnimum cluster size is very reasonable. The only remaining parameter is `min_samples` inherited from DBSCAN for the density based space transformation. Sadly `min_samples` is not that intuitive; HDBSCAN is not that sensitive to it and we can choose some sensible defaults, but this remains the biggest weakness of the algorithm.\n",
"* **Stability**: HDBSCAN is stable over runs and subsampling (since the variable density clustering will still cluster sparser subsampled clusters with the same parameter choices), and has good stability over parameter choices.\n",
"* **Performance**: When implemented well HDBSCAN can be very efficient. The current implementation has similar performance to `fastcluster`'s agglomerative clustering (and will use `fastcluster` if it is available), but we expect future implementations that take advantage of newer data structure such as cover trees to scale significantly better.\n",
"\n",
"How does HDBSCAN perform on our test dataset? Unfortunately HDBSCAN is not part of `sklearn`. Fortunately we can just import the [hdbscan library](https://github.com/scikit-learn-contrib/hdbscan) and use it as if it were part of `sklearn`."
]
},
{
"cell_type": "code",
"metadata": {
"id": "rFXlAAcU_CiR",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 136
},
"outputId": "a5ecc34b-1c12-48d4-a086-546751b17606"
},
"source": [
"pip install hdbscan"
],
"execution_count": 22,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: hdbscan in /usr/local/lib/python2.7/dist-packages (0.8.26)\n",
"Requirement already satisfied: six in /usr/local/lib/python2.7/dist-packages (from hdbscan) (1.12.0)\n",
"Requirement already satisfied: cython>=0.27 in /usr/local/lib/python2.7/dist-packages (from hdbscan) (0.29.12)\n",
"Requirement already satisfied: scikit-learn>=0.17 in /usr/local/lib/python2.7/dist-packages (from hdbscan) (0.20.3)\n",
"Requirement already satisfied: scipy>=0.9 in /usr/local/lib/python2.7/dist-packages (from hdbscan) (1.2.2)\n",
"Requirement already satisfied: numpy>=1.16.0 in /usr/local/lib/python2.7/dist-packages (from hdbscan) (1.16.4)\n",
"Requirement already satisfied: joblib in /usr/local/lib/python2.7/dist-packages (from hdbscan) (0.12.5)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "S3L1-ueL8rTV",
"colab_type": "code",
"colab": {}
},
"source": [
"import hdbscan"
],
"execution_count": 23,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"scrolled": false,
"id": "KyZgPKIo8rTX",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
},
"outputId": "337d26a1-9380-4331-d920-729fa44a42d9"
},
"source": [
"plot_clusters(data, hdbscan.HDBSCAN, (), {'min_cluster_size':15})"
],
"execution_count": 24,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"id": "0odJLaxz8rTb",
"colab_type": "text"
},
"source": [
"I think the picture speaks for itself."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Y0w_Hs9o_peS",
"colab_type": "text"
},
"source": [
"# Reference\n",
"\n",
"https://github.com/scikit-learn-contrib/hdbscan"
]
}
]
}
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