Properties (38)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:Database_Management_System
|
| gptkbp:appearsIn |
recommendation systems
social network analysis web graph analysis graph-based machine learning |
| gptkbp:competesWith |
gptkb:Apache_Spark_GraphX
gptkb:Apache_Giraph gptkb:GraphLab |
| gptkbp:designedFor |
large-scale graph processing
|
| gptkbp:developedBy |
gptkb:Google
|
| gptkbp:enables |
fault_tolerance
|
| gptkbp:features |
customizable algorithms
edge management message passing between vertices supersteps vertex state management |
| gptkbp:handles |
massive datasets
|
| gptkbp:has |
active community
performance benchmarks documentation available online case studies published |
| https://www.w3.org/2000/01/rdf-schema#label |
Pregel
|
| gptkbp:inspiredBy |
Bulk Synchronous Parallel (BSP) model
|
| gptkbp:introduced |
2010
|
| gptkbp:is |
open-source software
scalable used in industry used in academia efficient for iterative algorithms |
| gptkbp:performance |
communication between vertices
|
| gptkbp:provides |
iterative computation
|
| gptkbp:publishedIn |
gptkb:Java
|
| gptkbp:requires |
cluster management tools
distributed file system |
| gptkbp:supports |
distributed computing
dynamic graph updates multiple programming languages through APIs |
| gptkbp:uses |
vertex-centric programming model
|