Publication | Open Access
Sandslash
39
Citations
53
References
2021
Year
Unknown Venue
EngineeringPattern DiscoveryNetwork AnalysisGraph DatabaseGraph ProcessingData ScienceData MiningGpm FrameworksKnowledge DiscoveryComputer ScienceGraph AlgorithmGraph Pattern MiningNetwork ScienceGraph TheoryComputational BiologyBusinessGpm AlgorithmsGraph AnalysisSystems Biology
Graph pattern mining (GPM) is a key building block in diverse applications, including bioinformatics, chemical engineering, social network analysis, recommender systems and security. Existing GPM frameworks either provide high-level interfaces for productivity at the cost of expressiveness or provide low-level interfaces that can express a wide variety of GPM algorithms at the cost of increased programming complexity. Moreover, existing systems lack the flexibility to explore combinations of optimizations to achieve performance competitive with hand-optimized applications.
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