A list of material for graph theory and software implementations.
IEEE Transactions on Signal and Information Processing over Networks
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graph book a recent text with a modern perspective
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graph book a historical reference
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Matrix computations Golub's reference
Great introduction in the paper with background
Xiaojin Zhu. Persistent homology: An introduction and a new text representation for natural language processing. In The 23rd International Joint Conference on Artificial Intelligence (IJCAI), 2013. paper charts poster original site
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tda.md notes Another awesome-style listing
These software components implement graphs for GPUs
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hornet dynamic graph representation for GPUs (see their paper for description)
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Graph-tool python library
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NetworkX python library
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GDA-Public python library for TDA
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gunrock high performance GPU primatives for static graph analysis
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cub from NVIDIA Labs
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moderngpu GPU primatives
These are locations to download graph data for study
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networkrepository has graphs of all sizes and types
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Open Street Maps export city layout information