Shypd.aiThe largest open index of AI toolsLINE is an open-source coding & development tool for large-scale information network embedding. It efficiently embeds networks with millions of vertices and billions of edges on a single machine.
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LINE (Large-scale Information Network Embedding) is a toolkit designed for embedding very large-scale information networks. It supports various network types, including directed, undirected, binary, and weighted edges. The tool is highly efficient, capable of embedding networks with millions of vertices and billions of edges on a single machine within a few hours. While this specific GitHub repository is no longer maintained, it provides the source code and documentation for the original LINE model. Users can compile and run the tool on both Windows and Linux, with external packages like BOOST (for Windows) and GSL (for Linux) required for random number generation in the edge-sampling algorithm. The toolkit includes functionalities for reconstructing sparse networks, normalizing embeddings, and concatenating first-order and second-order embeddings.
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