GraphX swMATH ID: 15432 Software Authors: Joseph E. Gonzalez; Reynold S. Xin; Ankur Dave, Daniel Crankshaw, Michael J. Franklin; Ion Stoica Description: GraphX is a new component in Spark for graphs and graph-parallel computation. At a high level, GraphX extends the Spark RDD by introducing a new Graph abstraction: a directed multigraph with properties attached to each vertex and edge. To support graph computation, GraphX exposes a set of fundamental operators (e.g., subgraph, joinVertices, and aggregateMessages) as well as an optimized variant of the Pregel API. In addition, GraphX includes a growing collection of graph algorithms and builders to simplify graph analytics tasks. Homepage: http://spark.apache.org/docs/latest/graphx-programming-guide.html Related Software: Pregel; PowerGraph; GraphLab; Apache Spark; Ligra; SNAP; Green-Marl; EmptyHeaded; SPARQL; Python; GPS; Elixir; Spark; MLlib; SociaLite; GraphFrames; WebGraph; NetworkX; TinkerPop; GraphDBLP Cited in: 7 Publications all top 5 Cited by 38 Authors 2 Emoto, Kento 2 Hu, Zhenjiang 2 Iwasaki, Hideya 2 Matsuzaki, Kiminori 2 Morihata, Akimasa 1 Amde, Manish 1 Bradley, Joseph 1 Chen, Yun 1 Condie, Tyson 1 Cui, Huanqing 1 Das, Ariyam 1 Franklin, Michael J. 1 Freeman, Jeremy 1 Interlandi, Matteo 1 Jananthan, Hayden 1 Kepner, Jeremy 1 Leiserson, Charles E. 1 Lingras, Pawan 1 Liu, Davies 1 Meng, Xiangrui 1 Niu, Jian 1 Owen, Sean W. 1 Shkapsky, Alexander 1 Shu, Minglei 1 Sparks, Evan 1 Talwalkar, Ameet 1 Tsai, Db 1 Venkataraman, Shivaram 1 Wang, Guoyin 1 Xin, Doris 1 Xin, Reynold 1 Yang, Mohan 1 Yavuz, Burak 1 Yu, Hong 1 Zadeh, Reza 1 Zaharia, Matei 1 Zaniolo, Carlo 1 Zhou, Chuanai all top 5 Cited in 6 Serials 1 International Journal of Approximate Reasoning 1 Journal of Functional Programming 1 Theory and Practice of Logic Programming 1 Journal of Machine Learning Research (JMLR) 1 Algorithms 1 MIT Lincoln Laboratory Series Cited in 3 Fields 5 Computer science (68-XX) 1 Combinatorics (05-XX) 1 Statistics (62-XX) Citations by Year