GraphFrames: an integrated API for mixing graph and relational queries

@inproceedings{Dave2016GraphFramesAI,
  title={GraphFrames: an integrated API for mixing graph and relational queries},
  author={Ankur Dave and Alekh Jindal and Erran L. Li and Reynold Xin and Joseph Gonzalez and Matei Zaharia},
  booktitle={GRADES '16},
  year={2016}
}
  • Ankur Dave, Alekh Jindal, +3 authors Matei Zaharia
  • Published in GRADES '16 2016
  • Computer Science
  • Graph data is prevalent in many domains, but it has usually required specialized engines to analyze. This design is onerous for users and precludes optimization across complete workflows. We present GraphFrames, an integrated system that lets users combine graph algorithms, pattern matching and relational queries, and optimizes work across them. GraphFrames generalize the ideas in previous graph-on-RDBMS systems, such as GraphX and Vertexica, by letting the system materialize multiple views of… CONTINUE READING

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    References

    Publications referenced by this paper.
    SHOWING 1-4 OF 4 REFERENCES

    A programmatic introduction to Neo4j

    VIEW 7 EXCERPTS
    HIGHLY INFLUENTIAL

    Query optimization of distributed pattern matching

    VIEW 6 EXCERPTS
    HIGHLY INFLUENTIAL

    Pregel: a system for large-scale graph processing

    VIEW 9 EXCERPTS
    HIGHLY INFLUENTIAL