PDF-FENNEL Streaming Graph Partitioning for Massive Scale

Tsourakakis Christos Gkantsidis Bozidar Radunovic Milan Vojnovic November 2012 Technical Report MSRTR2012113 Microsoft Research Microsoft Corporation One Microsoft Way Redmond WA 98052 httpwwwresearchmicrosoftcom C E Tsourakakis is with Carnegie Mel. Sweet, anise-flavored fennel seed together with thyme, nettle, mugwort, etc., has been revered as one of nine Anglo-Saxon sacred herbs for its conventional health benefits. The spice is one of the most sought-after ingredients in many popular cuisines all over the Mediterranean regions.. Isabelle Stanton, UC Berkeley. Gabriel . Kliot. , Microsoft Research XCG. Modern graph datasets are huge. The web graph had over a trillion links in 2011. Now?. . facebook. has “more than 901 million users with average degree 130”. C. HEN. , J. IAXIN. S. HI. , Y. ANZHE. C. HEN. , H. AIBO. C. HEN. Institute of Parallel and Distributed Systems. Shanghai Jiao Tong University, China. H. EuroSys 2015. L. Differentiate. d. . Graph Computation and Partitioning on Skewed Graphs. . Oliver Lum. Carmine . Cerrone. Bruce Golden. Edward . Wasil. 1. OAR . Lib Content. Single-Vehicle Solvers. Un/Directed Chinese Postman (UCPP/DCPP). Mixed Chinese Postman (MCPP). SpatialHadoop. Type: Research Paper (Experimental evaluation). Authors: Ahmed . Eldawy. , . Louai. . Alarabi. , Mohamed F. . Mokbel. Presented by: Siddhant Kulkarni. Term: Fall 2015. Motivation. C. HEN. , J. IAXIN. S. HI. , Y. ANZHE. C. HEN. , H. AIBO. C. HEN. Institute of Parallel and Distributed Systems. Shanghai Jiao Tong University, China. H. EuroSys 2015. L. Differentiate. d. . Graph Computation and Partitioning on Skewed Graphs. a Multi-Layered Indexing Approach. Yongjiang Liang, . Peixiang Zhao. CS @ FSU. zhao@cs.fsu.edu. Outline. Introduction. State-of-the-art solutions. ML-Index & similarity search. Experiments. Conclusion. Sweet, anise-flavored fennel seed together with thyme, nettle, mugwort, etc., has been revered as one of nine Anglo-Saxon sacred herbs for its conventional health benefits. The spice is one of the most sought-after ingredients in many popular cuisines all over the Mediterranean regions.. Graph Partitioning (cuts, spectral clustering, density), . Community evolution. 1. Introduction. modules, cluster, communities, groups, . partitions (more on this today). 2. Summary of Part I. PART . NSF 1443054: CIF21 DIBBs: Middleware and High Performance Analytics Libraries for Scalable Data Science. Big Data . Use Cases February 2017. 1. Application Nexus of HPC, Big Data, Simulation Convergence. (in-depth analysis of research literature). 1. Scalable SPARQL Querying of Large RDF Graphs . (aug-sep 2011). 2. Towards Effective Partition Management for Large Graphs . (may 2012). Vineet Choudhury. Distributed Graph Analytics. Loc Hoang               Roshan Dathathri. Gurbinder Gill                Keshav Pingali. 1. Distributed Graph Analytics. Analytics on unstructured data. Finding suspicious actors in crime networks. William Cohen. Outline. Last week:. PageRank – one sample algorithm on graphs. edges and nodes in memory. nodes in memory. nothing in memory. Aapo. Properties of (social) graphs. GraphLab. /. Powergraph. Ashvin Goel. Electrical and Computer Engineering. University of Toronto. ECE 1724, Winter 2020. Topics. Overview of the course. Class format. Introduction to the course. My Research Background. S. ystems software.