{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Single-Network Vertex Nomination" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Say you're a criminal investigator trying to uncover a human trafficking ring. You build a network of potential suspects: some of the nodes in the network represent human traffickers, and some represent innocent people. The edges of the network represent a working relationship between a given pair of individuals.\n", "\n", "Your team has limited resources, and so it's difficult to scrutinize everybody in the network directly to see if they are human traffickers. Ideally, you'd like to use your network to nominate potential suspects, so that you can prioritize your investigative efforts. You've already done some work: you have a list of a few nodes of the network who are known to be traffickers, and you have a list of a few who you know are not. Your goal, then, is to build an ordered list of nodes in the network that are most similar to the nodes you already know belong to human traffickers. Ideally, the first nodes in the list would be more likely to be traffickers, and the nodes would get less and less likely the further down in the list you go.\n", "\n", "This is the idea behind *single-network vertex nomination*. You have a group of \"seed nodes\" that you know have the right community membership, and then you take the rest of the nodes in your network and order them by their relationship to the seed nodes in terms of that community membership. The nomination task here isn't just classification: it's prioritization. You're prioritizing how important the rest of your nodes are with respect to the seed nodes, with the most important nodes at the top." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectral Vertex Nomination" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a few approaches to vertex nomination. You can take a likelihood-maximization approach, or a bayes-optimal approach - but what we'll focus on is *Spectral Vertex Nomination*. The general idea is that you embed your network, and then you just order the latent positions by how close they are to the seed node latent positions. There are a few ways of doing this: you could create a *separate* set of nominees for each node, for instance. This would correspond to finding the people closest to *each* human trafficker, rather than finding a single list of nominees. You could also just get a single list of nominees: you could first take the centroid of the latent positions of your seed nodes, and then find the closest nodes to that *centroid*. There are also a few different ways of defining what it means to be \"close\" to seed node latent positions. The obvious way is euclidean distance, which is what you'd traditionally think of as the distance between two points, but you could also use something like the Mahalanobis distance, which is essentially Euclidean distance but with a coordinate system and a rescaling defined by the covariance in your data.\n", "\n", "In any case, all forms of Spectral Vertex Nomination involve finding embeddings and then taking distances. In contrast to the other approaches, it scales well with very large networks (since you're essentially just doing an embedding followed by a simple calculation) and doesn't require any prior knowledge of community membership.\n", "\n", "Let's see what spectral vertex nomination looks like. Below, we see the latent positions for a network with three communities, where two of the communities are more closely linked than the third community. We do a standard adjacency spectral embedding, and we end up with a set of latent positions. Our seed nodes - the ones whose community membership we know - are marked." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from graspologic.simulations import sbm\n", "from graspologic.embed import AdjacencySpectralEmbed as ASE\n", "\n", "# construct network\n", "n = 100\n", "B = np.array([[0.5, 0.35, 0.2],\n", " [0.35, 0.6, 0.3],\n", " [0.2, 0.3, 0.65]])\n", "\n", "# Create a network from and SBM, then embed\n", "A, labels = sbm([n, n, n], p=B, return_labels=True)\n", "ase = ASE()\n", "X = ase.fit_transform(A)\n", "\n", "# Let's say we know that the first five nodes belong to the first community.\n", "# We'll say that those are our seed nodes.\n", "seeds = np.ones(5)\n", "\n", "# grab a set of seed nodes\n", "memberships = labels.copy() + 1\n", "mask = np.zeros(memberships.shape)\n", "seed_idx = np.arange(len(seeds))\n", "mask[seed_idx] = 1\n", "memberships[~mask.astype(bool)] = 0\n", "\n", "# find the latent positions for the seed nodes\n", "seed_latents = X[memberships.astype(bool)]" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from graphbook_code import plot_latents\n", "import matplotlib.pyplot as plt\n", "\n", "plot = plot_latents(X, labels=memberships, title=\"Latent positions and seeds for an SBM \\nwith three communities\", \n", " legend=False, palette=[\"#1f77b4\", \"#ff0000\"], alpha=.5);\n", "plot.scatter(x=seed_latents[:, 0], y=seed_latents[:, 1], marker='o', s=30, edgecolor=\"black\", c=\"red\")\n", "plot.axes.xaxis.set_visible(True)\n", "plot.axes.yaxis.set_visible(True)\n", "plot.annotate(text=\"latent positions \\nfor seed nodes\", xytext=(.45, 0), \n", " xy=(.52, -.15), arrowprops={\"arrowstyle\": \"->\", \"color\": \"k\", });\n", "\n", "plt.figtext(0.5, 0, \"Figure 6.1\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we'd like to order the rest of the vertices in this network by their degree of similarity to the seed nodes. Remember that we talked about two ways of doing this: we could find a separate set of nominations for each seed node, or we could find a single set of nominations for all of the seed nodes. Let's start by finding a single set, using the centroid." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Finding a single set of nominations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Computing the centroid is as easy as just taking the mean value for the seed latent positions along each coordinate axis. Since our example is in 2 dimensions, we can just take our $m \\times 2$ matrix of seed latent positions and take the mean along the first axis to create a $1 \\times 2$ vector. That vector will be the centroid, and its location in Euclidean space will be right in the middle of the seeds. You can see the centroid (red star) along with the seed latent positions (red circles) below." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "centroid = seed_latents.mean(axis=0)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot = plot_latents(X, labels=memberships, title=\"Centroid for seed latent positions\", \n", " legend=False, palette=[\"#1f77b4\", \"#ff0000\"], alpha=.5);\n", "plot.scatter(x=seed_latents[:, 0], y=seed_latents[:, 1], marker='o', s=30, \n", " edgecolor=\"black\", c=\"red\", alpha=.5)\n", "plot.scatter(x=centroid[0], y=centroid[1], marker='*', s=200, edgecolor=\"black\", c=\"red\")\n", "plot.axes.xaxis.set_visible(True)\n", "plot.axes.yaxis.set_visible(True)\n", "plot.annotate(text=\"Centroid\", xytext=(.52, 0), \n", " xy=(centroid[0]+.005, centroid[1]+.05), \n", " arrowprops={\"arrowstyle\": \"->\", \"color\": \"k\", });\n", "\n", "plt.figtext(0.5, 0, \"Figure 6.2\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, all we do is order the rest of the latent positions (the blue dots in the figure above) by their distance to the centroid. The nodes corresponding to the closer latent positions will be higher up in our nomination list. Scikit-learn has a `NearestNeighbors` classifier, so we'll just use that. Below, we fit the classifier to our latent positions matrix, then get our nominations using the `kneighbors` function. The latent positions closer to the centroid are more visible, and they get progressively less visible the further from the centroid they are." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from sklearn.neighbors import NearestNeighbors\n", "\n", "# Find the nearest neighbors to the seeds, excluding other seeds\n", "neighbors = NearestNeighbors(n_neighbors=len(X))\n", "neighbors.fit(X)\n", "distances, nominations = neighbors.kneighbors(centroid[np.newaxis, :])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from graphbook_code import plot_latents\n", "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots()\n", "for n, d in zip(nominations.flatten(), distances.flatten()):\n", " x1, x2 = X[n]\n", " t = 10\n", " f = np.exp(-t*d)\n", " g = t*d**t + 1\n", " alpha_ = np.amax([f*g, .1]) # Function made through trial and error to get alpha-values looking right\n", " ax.scatter(x1, x2, s=20, alpha=alpha_, c=\"#1f77b4\")\n", "ax.scatter(x=centroid[0], y=centroid[1], marker='*', s=200, edgecolor=\"black\", c=\"red\")\n", "ax.axes.xaxis.set_visible(True)\n", "ax.axes.yaxis.set_visible(True)\n", "ax.annotate(text=\"Nominations closer to the \\ncentroid are more visible\", xytext=(.45, 0), \n", " xy=(.525, -.28), arrowprops={\"arrowstyle\": \"->\", \"color\": \"k\", });\n", "ax.set_title(\"Nomination List\", loc=\"left\");\n", "\n", "plt.figtext(0.5, 0, \"Figure 6.3\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the layout plot for the network directly, and see where our nominations tend to be. Below is a network colored by nomination rank: nodes that are higher up in the nomination list are more purple, and nodes that are lower in the nomination list are more white. You can see that the higher up in the nomination list you get (more purple), the more well-connected nodes tend to be to the seed nodes." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from graphbook_code import networkplot\n", "\n", "plot = networkplot(A, x=X[:, 0], y=X[:, 1], node_hue=nominations.flatten(), \n", " palette=\"Purples\", edge_alpha=0.05)\n", "\n", "plot.annotate(text=\"Higher-ranked nominations tend to be\\n in the same group as the seed nodes\", xytext=(.45, .15), \n", " xy=(.6, .5), arrowprops={\"arrowstyle\": \"->\", \"color\": \"k\", });\n", "\n", "plt.suptitle(\"Nomination List: Network Plot\", fontsize=24, y=1)\n", "plt.figtext(0.5, 0, \"Figure 6.4\");\n", "# TODO: add colorbar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finding Nominations for Each Node" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another approach, if we don't want to combine the information from all of our seed nodes, is to create a different nomination list for each node. This would correspond to finding multiple sets of people close to *each* human trafficker, rather than finding a single set of people for the *group* of human traffickers. Graspologic does this natively; the only real difference between the two approaches is that we take the nearest neighbors of the centroid for the first method rather than for each individual. Because of this, we'll just use graspologic directly, rather than showcasing the algorithm." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from graspologic.nominate import SpectralVertexNomination\n", "\n", "# Choose the number of nominations we want for each seed node\n", "svn = SpectralVertexNomination(n_neighbors=5)\n", "svn.fit(A)\n", "\n", "# get nominations and distances for each seed index\n", "nominations, distances = svn.predict(seed_idx)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below you can see the nominations for each node. The first row containes the indices for each seed node, and each subsequent row contains the nearest neighbors for those seed nodes." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 1, 2, 3, 4],\n", " [97, 65, 62, 51, 57],\n", " [ 2, 84, 0, 52, 58],\n", " [51, 83, 8, 0, 45],\n", " [98, 29, 94, 49, 32]])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nominations" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "color = ['red', 'lightgreen', 'gold', 'cyan', 'pink']\n", "seed_color = ['firebrick', 'green', 'tan', 'darkblue', 'purple']\n", "\n", "\n", "fix, ax = plt.subplots(figsize=(8, 6))\n", "ax.scatter(x=seed_latents[:, 0], y=seed_latents[:, 1], marker='o', s=30, \n", " edgecolor=\"black\", c=color, alpha=.5)\n", "\n", "for i, seed_group in enumerate(nominations.T):\n", " neighbors = X[seed_group]\n", " x, y = neighbors[:, 0], neighbors[:, 1]\n", " ax.scatter(x, y, c=seed_color[i], s=10)\n", " \n", "ax.set_title(\"Nominees for each seed node\", loc=\"left\");\n", "plt.figtext(0.5, 0, \"Figure 6.5\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These approaches are each useful in different situations. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "theory papers:\n", "- theory of consistency and Bayes optimality: On consistent vertex nomination schemes\n", "- dealing with corrupted networks (e.g., not one-to-one correspondence): Vertex Nomination, Consistent Estimation, and Adversarial Modification\n", "\n", "applications papers:\n", "- social networks: Vertex nomination via local neighborhood matching\n", "- data associated with human trafficking: Vertex nomination schemes for membership prediction" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }