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StreamSpot Core

https://sbustreamspot.github.io

This repository contains the core streaming heterogeneous graph clustering and anomaly detection code.

Before attempting execution, ensure you have the following available as two separate files:

  • Edges: A file containing one edge per line for all input graphs in the dataset. A sample is provided as test_edges.txt. The edge file used for the experiments in the paper is available at sbustreamspot-data.

  • Bootstrap clusters: A file describing the bootstrap clusters. A sample is provided as test_bootstrap_clusters.txt. Bootstrap clusters used for the experiments in the paper are available here.

The output will contain a summary of the execution parameters, runtime, and the graph cluster assignments and anomaly scores every 10,000 edges. This output can be further analyzed in various dimensions with sbustreamspot-analyze.

Compilation and execution has been tested with GCC 5.2.1 on Ubuntu 15.10.

Quickstart

git clone https://github.com/sbustreamspot/sbustreamspot-core.git
cd sbustreamspot-core
make clean optimized
./streamspot --edges=test_edges.txt \
             --bootstrap=test_bootstrap_clusters.txt \
             --chunk-length=10 \
             --num-parallel-graphs=10 \
             --max-num-edges=10 \
             --dataset=all

To use a different dataset, change test_edges.txt and test_bootstrap_clusters.txt accordingly.

Parameters

Most parameter settings are via the command-line; details on setting them can be viewed by running ./streamspot --help.

A few parameters are set at compile-time and can be found in param.h.

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Core streaming heterogeneous graph clustering and anomaly detection code (KDD 2016)

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