Skip to content

Instantly share code, notes, and snippets.

@Orbifold
Last active September 26, 2019 16:46
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save Orbifold/458b3d515b0f7b88318bb577a053e14b to your computer and use it in GitHub Desktop.
Save Orbifold/458b3d515b0f7b88318bb577a053e14b to your computer and use it in GitHub Desktop.
Node2Vec for weighted graphs
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"source": [
"# Node2Vec with weighted random walks"
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"This notebook illustrates how `Node2Vec` can be applied to learn low dimensional node embeddings of an edge weighted graph through *__weighted biased random walks__* over the graph. \n",
"\n",
"The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n",
"\n",
"The following references can be useful:\n",
"\n",
"- [Node2Vec: Scalable Feature Learning for Networks.](https://snap.stanford.edu/node2vec/) A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016. \n",
"\n",
"- [Distributed representations of words and phrases and their compositionality.](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf) T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean. In Advances in Neural Information Processing Systems (NIPS), pp. 3111-3119, 2013. \n",
"\n",
"- [Gensim](https://radimrehurek.com/gensim/): Topic modelling for humans. \n",
"\n",
"- [scikit-learn](http://scikit-learn.org): hardly needs an explanation.\n",
"\n",
"Let's import the necessary bits as usual. The most important one is [Stellargraph](https://www.stellargraph.io):"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"from sklearn.manifold import TSNE\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import LogisticRegressionCV\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.metrics.pairwise import pairwise_distances\n",
"from sklearn import preprocessing\n",
"\n",
"import os\n",
"import networkx as nx\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"from stellargraph.data import BiasedRandomWalk\n",
"from stellargraph import StellarGraph\n",
"\n",
"from gensim.models import Word2Vec\n",
"\n",
"import warnings \n",
"import collections\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"execution_count": 1,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"\n",
"The dataset is [the citation Cora network](https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz). The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words. The README file in the dataset provides more details. \n",
"\n",
"For this demo, we ignore the word vectors associated with each paper. We are only interested in the network structure and the **subject** attribute of each paper.\n",
"\n",
"Download and unzip the cora.tgz file to a location on your computer, let's assume it's `~/data/cora/`."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"data_dir = \"/Users/swa/Desktop/LargeFiles/cora\""
],
"outputs": [],
"execution_count": 2,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Next, we create a normal undirected NetworkX graph:"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"cora_location = os.path.expanduser(os.path.join(data_dir, \"cora.cites\"))\n",
"g_nx_wt = nx.read_weighted_edgelist(path=cora_location, create_using=nx.DiGraph()).reverse()\n",
"\n",
"g_nx_wt = g_nx_wt.to_undirected()"
],
"outputs": [],
"execution_count": 3,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Assign the 'subject' to the node:"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"cora_data_location = os.path.expanduser(os.path.join(data_dir, \"cora.content\"))\n",
"node_attr = pd.read_csv(cora_data_location, sep='\\t', header=None)\n",
"values = { str(row.tolist()[0]): row.tolist()[-1] for _, row in node_attr.iterrows()}\n",
"nx.set_node_attributes(g_nx_wt, values, 'subject')\n"
],
"outputs": [],
"execution_count": 4,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "markdown",
"source": [
"\n",
"Select the largest connected component. For clarity we ignore isolated nodes and subgraphs; having these in the data does not prevent the algorithm from running and producing valid results."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"g_nx_wt = max(nx.connected_component_subgraphs(g_nx_wt, copy=True), key=len)\n",
"print(\"Largest subgraph statistics: {} nodes, {} edges\".format(\n",
" g_nx_wt.number_of_nodes(), g_nx_wt.number_of_edges()))"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Largest subgraph statistics: 2485 nodes, 5069 edges\n"
]
}
],
"execution_count": 5,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "markdown",
"source": [
"\n",
"For weighted biased random walks the underlying graph should have weights over the edges. Since the links in the Cora dataset are unweighted, we need to synthetically add weights to the links in the graph. One possibility is to weight each edge by the similarity of its end nodes. Here we assign the Jaccard similarity of the features of the pair of nodes as the weight of edge:"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"df = node_attr.copy()\n",
"df.set_index(0, inplace = True)\n",
"papers = df.index\n",
"## calculating the paiwise jaccard similarity between each pair of nodes.\n",
"with warnings.catch_warnings():\n",
" warnings.simplefilter(\"ignore\")\n",
" wts = pd.DataFrame(\n",
" 1- pairwise_distances(df.iloc[:,:-1].values, metric = 'jaccard'), \n",
" index = papers, columns = papers)\n",
" wts.index = wts.index.map(str)\n",
" wts.columns = wts.columns.map(str)"
],
"outputs": [],
"execution_count": 6,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Append the weight attribute to the edges. Note, here we use the word 'weight' to label the weight value over the edge but it can be any other user specified label. "
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"for u,v in g_nx_wt.edges():\n",
" val = wts[u][v]\n",
" g_nx_wt[u][v]['weight'] = val"
],
"outputs": [],
"execution_count": 7,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"The weights distribution can be seen as follows:"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"wts = list()\n",
"for u,v in g_nx_wt.edges():\n",
" wts.append(g_nx_wt[u][v]['weight'])\n",
"wts = sorted(wts, reverse = True)\n",
"edgeCount = collections.Counter(wts)\n",
"wt, cnt = zip(*edgeCount.items())\n",
"\n",
"plt.figure(figsize=(10,8))\n",
"plt.bar(wt, cnt, width=0.005, color='b')\n",
"plt.title(\"Edge weights histogram\")\n",
"plt.ylabel(\"Count\")\n",
"plt.xlabel(\"edge weights\")\n",
"plt.xticks(np.linspace(0,1,10))\n",
"\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
],
"image/png": [
"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\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 8,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"The above distribution of edge weights illustrates that majority of linked nodes are insignificantly similar in terms of their attributes."
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"\n",
"\n",
"The Node2Vec algorithm is a method for learning continuous feature respresentations for nodes in networks. This approach can simply be described as a mapping of nodes to a low dimensional space of features that maximizes the likelihood of preservering neighborhood sgrtucture of the nodes. This approach is not tied to a fixed definition of neighborhood of a node but can be used in conjunction with different notions of node neighborhood, such as, homophily or structural equivalence, among other concepts. The algorithm efficiently explores diverse neighborhoods of nodes through a biased random walk procedure that is parametrized to emulate a specific concept of the neighborhood of a node. \n",
"\n",
"Once a pre-defined number of walks, of fixed lengths, have been sampled, the low dimension embedding vectors of nodes can be learnt using `Word2vec` algorithm. We use the Word2Vec implementation in the `Gensim` library but any other can do."
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"\n",
"The Stellargraph library provides an implementation of random walks that can be unweighted or weighted as required by Node2Vec. The random walks have a pre-defined fixed maximum length and are controlled by three parameters `p`, `q`, and `weight`. By default, the weight over the edges is assumed to be 1. "
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"The first step for the weighted biased random walk is to build a random walk object by passing it a Stellargraph object. "
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"rw = BiasedRandomWalk(StellarGraph(g_nx_wt))"
],
"outputs": [],
"execution_count": 9,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"The next step is to sample a set of random walks of pre-defined length starting from each node of the graph. Parameters `p`, `q`, and `weighted` influence the type of random walks in the procedure. In this demo, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights over the edges are available and resolve other issues, such as, whether the weights are numeric and that their is no ambiguity of edge traversal (i.e. each pair of node is connected by a unique numerically weighted edge)."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"weighted_walks = rw.run(\n",
" nodes=g_nx_wt.nodes(), # root nodes\n",
" length=100, # maximum length of a random walk\n",
" n=10, # number of random walks per root node \n",
" p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n",
" q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n",
" weighted=True, #for weighted random walks\n",
" seed=42 # random seed fixed for reproducibility\n",
")\n",
"print(\"Number of random walks: {}\".format(len(weighted_walks)))"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Number of random walks: 24850\n"
]
}
],
"execution_count": 10,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Once we have a sample set of walks, we learn the low-dimensional embedding of nodes using Word2Vec approach.\n",
"We set the dimensionality of the learned embedding vectors to 128."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=1, iter=1)"
],
"outputs": [],
"execution_count": 11,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"To visualise node embeddings generated by weighted random walks we can use t-SNE.\n",
"\n",
"We retrieve the `Word2Vec` node embeddings that are 128-dimensional vectors and then we project them down to 2 dimensions using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm for visualization."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"# Retrieve node embeddings and corresponding subjects\n",
"node_ids = weighted_model.wv.index2word # list of node IDs\n",
"weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n",
"node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]\n",
"# Apply t-SNE transformation on node embeddings\n",
"tsne = TSNE(n_components=2 , random_state=42)\n",
"weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)"
],
"outputs": [],
"execution_count": 12,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"The values of `weighted_node_embeddings_2d` can be plotted:"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"# draw the points\n",
"alpha = 0.7\n",
"label_map = {l: i for i, l in enumerate(np.unique(node_targets))}\n",
"node_colours = [ label_map[target] for target in node_targets ]\n",
"\n",
"plt.figure(figsize=(10,8))\n",
"plt.scatter(weighted_node_embeddings_2d[:,0], \n",
" weighted_node_embeddings_2d[:,1], \n",
" c=node_colours, cmap = \"jet\", alpha = 0.7)\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
],
"image/png": [
"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\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 13,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node classification. Here we give an example of training a logistic regression classifier using the node embeddings, learnt above, as features."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"X = weighted_node_embeddings \n",
"y = np.array(node_targets)"
],
"outputs": [],
"execution_count": 14,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Note that you can mix embedding values and standard feature values in the full feature vector."
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"We use 75% of the data for training and the remaining 25% for testing as a hold out test set."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, train_size=0.75, test_size=None, random_state = 42\n",
")\n",
"print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\" \\\n",
" .format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Array shapes:\n",
" X_train = (1863, 128)\n",
" y_train = (1863,)\n",
" X_test = (622, 128)\n",
" y_test = (622,)\n"
]
}
],
"execution_count": 15,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"A logistic regression is learned:"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"clf = LogisticRegressionCV(\n",
" Cs=10, \n",
" cv=10,\n",
" tol=0.001,\n",
" max_iter=1000,\n",
" scoring=\"accuracy\",\n",
" verbose=False,\n",
" multi_class='ovr',\n",
" random_state=5434\n",
")\n",
"clf.fit(X_train, y_train)"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 16,
"data": {
"text/plain": [
"LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n",
" fit_intercept=True, intercept_scaling=1.0, max_iter=1000,\n",
" multi_class='ovr', n_jobs=None, penalty='l2', random_state=5434,\n",
" refit=True, scoring='accuracy', solver='lbfgs', tol=0.001,\n",
" verbose=False)"
]
},
"metadata": {}
}
],
"execution_count": 16,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"and, as always, we predict things to evaluate the accuracy of the model:"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"y_pred = clf.predict(X_test)\n",
"accuracy_score(y_test, y_pred)"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 17,
"data": {
"text/plain": [
"0.8135048231511254"
]
},
"metadata": {}
}
],
"execution_count": 17,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### Comparison of weighted and unnweighted biased random walks\n",
"\n",
"Lets compare weighted random walks with unweighted random walks. This simply requires toggling the weight parameter to False in the `run` method of the BiasedRandomWalk. Note, the weight parameter is by default set to False, hence, not specifying the weight parameter would result in the same action. \n"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"walks = rw.run(\n",
" nodes=g_nx_wt.nodes(), # root nodes\n",
" length=100, # maximum length of a random walk\n",
" n=10, # number of random walks per root node \n",
" p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n",
" q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n",
" weighted=False, # since we are interested in unweighted walks\n",
" seed=42 # for reproducibility\n",
")\n",
"print(\"Number of random walks: {}\".format(len(walks)))\n",
"model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=1, iter=1)"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Number of random walks: 24850\n"
]
}
],
"execution_count": 18,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"We use the same t-SNE trick to plot the embedding:"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"# Retrieve node embeddings and corresponding subjects\n",
"node_ids = model.wv.index2word # list of node IDs\n",
"node_embeddings = model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n",
"node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]\n",
"\n",
"# Apply t-SNE transformation on node embeddings\n",
"tsne = TSNE(n_components=2, random_state=42)\n",
"node_embeddings_2d = tsne.fit_transform(node_embeddings)\n",
"\n",
"# draw the points\n",
"alpha = 0.7\n",
"label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n",
"node_colours = [ label_map[target] for target in node_targets]\n",
"\n",
"plt.figure(figsize=(10,8))\n",
"plt.scatter(node_embeddings_2d[:,0], \n",
" node_embeddings_2d[:,1], \n",
" c=node_colours, cmap = \"jet\", alpha = 0.7)\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
],
"image/png": [
"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\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 19,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Visual comparison of node embedding plots for weighted and unweighted random walks illustrates the differences betweem the two."
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Going a step further, we can see how the unweighted approach predicts things."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"# X will hold the 128-dimensional input features\n",
"X = node_embeddings \n",
"# y holds the corresponding target values\n",
"y = np.array(node_targets)\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, train_size=0.75, test_size=None, random_state=42\n",
")\n",
"clf = LogisticRegressionCV(\n",
" Cs=10, \n",
" cv=10, \n",
" tol=0.01,\n",
" max_iter=1000,\n",
" scoring=\"accuracy\",\n",
" verbose=False,\n",
" multi_class='ovr',\n",
" random_state=5434\n",
")\n",
"clf.fit(X_train, y_train)\n",
"y_pred = clf.predict(X_test)\n",
"accuracy_score(y_test, y_pred)"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 20,
"data": {
"text/plain": [
"0.8520900321543409"
]
},
"metadata": {}
}
],
"execution_count": 20,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Generally, the node embeddings extracted from unweighted random walks are more representative of the underlying community structure of the `Cora` dataset than the embeddings learnt from weighted random walks over the artificially weighted Cora network. \n",
"\n",
"Of course, this is not a general statement. Also note that we assigned weights in a particular synthetic fashion. If the weights are given the accuracy could be higher."
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### Testing whether weights = 1 gives identical result to unweighted randomwalks"
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Lastly, we demonstrate that weighted biased random walks are identical to unweighted biased random walks when weights over the edges are identically 1. \n",
"\n",
"First, set weights of all edges in the graph to 1."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"for u,v in g_nx_wt.edges():\n",
" g_nx_wt[u][v]['weight'] = 1"
],
"outputs": [],
"execution_count": 21,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Quick check to confirm if all edge weights are actually 1."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"wts = list()\n",
"for u,v in g_nx_wt.edges():\n",
" wts.append(g_nx_wt[u][v]['weight'])\n",
"wts = sorted(wts, reverse = True)\n",
"edgeCount = collections.Counter(wts)\n",
"wt, cnt = zip(*edgeCount.items())\n",
"\n",
"plt.figure(figsize=(10,8))\n",
"plt.bar(wt, cnt, width=0.005, color='b')\n",
"plt.title(\"Edge weights histogram\")\n",
"plt.ylabel(\"Count\")\n",
"plt.xlabel(\"edge weights\")\n",
"plt.xticks(np.linspace(0,1,10))\n",
"\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
],
"image/png": [
"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\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 22,
"metadata": {}
},
{
"cell_type": "code",
"source": [
"rw = BiasedRandomWalk(StellarGraph(g_nx_wt))\n",
"weighted_walks = rw.run(\n",
" nodes=g_nx_wt.nodes(), # root nodes\n",
" length=100, # maximum length of a random walk\n",
" n=10, # number of random walks per root node \n",
" p=0.5, # Defines (unormalised) probability, 1/p, of returning to source node\n",
" q=2.0, # Defines (unormalised) probability, 1/q, for moving away from source node\n",
" weighted=True, # indicates the walks are weighted\n",
" seed=42 # seed fixed for reproducibility\n",
")\n",
"print(\"Number of random walks: {}\".format(len(weighted_walks)))"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Number of random walks: 24850\n"
]
}
],
"execution_count": 23,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Compare unweighted walks with weighted walks when all weights are uniformly set to 1. Note, the two sets should be identical given all other parameters and random seeds are fixed."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"assert walks == weighted_walks"
],
"outputs": [],
"execution_count": 24,
"metadata": {}
},
{
"cell_type": "code",
"source": [
"weighted_model = Word2Vec(weighted_walks, size=128, window=5, min_count=0, sg=1, workers=1, iter=1)"
],
"outputs": [],
"execution_count": 25,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"If you once again plot the embedding you can see that unweighted and weight one embeddings are identical."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"# Retrieve node embeddings and corresponding subjects\n",
"node_ids = weighted_model.wv.index2word # list of node IDs\n",
"weighted_node_embeddings = weighted_model.wv.vectors # numpy.ndarray of size number of nodes times embeddings dimensionality\n",
"node_targets = [ g_nx_wt.node[node_id]['subject'] for node_id in node_ids]\n",
"\n",
"# Apply t-SNE transformation on node embeddings\n",
"tsne = TSNE(n_components=2, random_state=42)\n",
"weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)\n",
"\n",
"# draw the points\n",
"alpha = 0.7\n",
"label_map = { l: i for i, l in enumerate(np.unique(node_targets))}\n",
"node_colours = [ label_map[target] for target in node_targets]\n",
"\n",
"plt.figure(figsize=(10,8))\n",
"plt.scatter(weighted_node_embeddings_2d[:,0], \n",
" weighted_node_embeddings_2d[:,1], \n",
" c=node_colours, cmap = \"jet\", alpha = 0.7)\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
],
"image/png": [
"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\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 26,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"Compare classification of nodes through logistic regression on embeddings learnt from weighted (weight == 1) walks to that of unweighted walks demonstrated above. "
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"# X will hold the 128-dimensional input features\n",
"X = weighted_node_embeddings \n",
"# y holds the corresponding target values\n",
"y = np.array(node_targets)\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, train_size=0.75, test_size=None, random_state=42\n",
")\n",
"print(\"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\" \\\n",
" .format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Array shapes:\n",
" X_train = (1863, 128)\n",
" y_train = (1863,)\n",
" X_test = (622, 128)\n",
" y_test = (622,)\n"
]
}
],
"execution_count": 27,
"metadata": {}
},
{
"cell_type": "code",
"source": [
"clf = LogisticRegressionCV(\n",
" Cs=10, \n",
" cv=10, \n",
" tol=0.001,\n",
" max_iter=1000,\n",
" scoring=\"accuracy\",\n",
" verbose=False,\n",
" multi_class='ovr',\n",
" random_state=5434\n",
")\n",
"clf.fit(X_train, y_train)\n",
"y_pred = clf.predict(X_test)\n",
"accuracy_score(y_test, y_pred)\n",
"np.array_equal(weighted_node_embeddings, node_embeddings)"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/Users/swa/conda/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n",
" \"of iterations.\", ConvergenceWarning)\n"
]
},
{
"output_type": "execute_result",
"execution_count": 28,
"data": {
"text/plain": [
"True"
]
},
"metadata": {}
}
],
"execution_count": 28,
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"The weighted random walks with weight == 1 are identical to unweighted random walks. Moreover, the embeddings learnt over the two kinds of walks are identical as well."
],
"metadata": {}
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"language": "python",
"display_name": "Python 3"
},
"language_info": {
"name": "python",
"version": "3.7.2",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"kernel_info": {
"name": "python3"
},
"nteract": {
"version": "0.14.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment