PPT-Managing Large Graphs on

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MultiCores With Graph Awareness Vijayan Ming Xuetian Frank Lidong Maya Microsoft Research Motivation Tremendous increase in graph data and applications New class

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MultiCores With Graph Awareness Vijayan Ming Xuetian Frank Lidong Maya Microsoft Research Motivation Tremendous increase in graph data and applications New class of graph applications that require realtime responses. Graphs and charts condense large amounts of information into easy-to-understand formats that clearly and effectively communicate important points. In selecting how best to present your data, what you L. á. szl. ó. . Lov. á. sz. . Eötvös. . Lor. ánd. . University, Budapest . May 2013. 1. Happy Birthday Ravi!. May 2013. 2. Cut norm . of . matrix A. . . n. x. n. :. The Weak Regularity Lemma. 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”. : Organizing and Managing Large Classes. With Dr. Stacy Young, . Professor in the Department of Communication Studies and. . CLA Faculty Development Fellow. Welcome. About you. About . me. Scholarly . Christos Faloutsos. CMU. Thanks. Alex . Smola. Jia. Yu (Tim) Pan. Google, June 2013. C. Faloutsos (CMU). 2. C. Faloutsos (CMU). 3. Roadmap. Graph problems:. G1: Fraud detection – BP. G2: . Botnet. L. á. szl. ó. . Lov. á. sz. . Eötvös. . Lor. ánd. . University, Budapest . May 2013. 1. Happy Birthday Ravi!. May 2013. 2. Cut norm . of . matrix A. . . n. x. n. :. The Weak Regularity Lemma. Vibrant Church Renewal . Evangelism Ministries . USA/Canada Region. Managing Change in the Local Church. The purpose of this module is to:. Encourage participants to see themselves . as . change agents God will use. B. . Aditya. . Prakash. Carnegie Mellon University.  . Virginia Tech. . Christos Faloutsos. Carnegie Mellon University. Aug 29, Tutorial, VLDB 2012, Istanbul. Networks are everywhere!. Human Disease Network [. Vibrant Church Renewal . Evangelism Ministries . USA/Canada Region. Managing Change in the Local Church. The purpose of this module is to:. Encourage participants to see themselves . as . change agents God will use. B. . Aditya. . Prakash. Carnegie Mellon University.  . Virginia Tech. . Christos Faloutsos. Carnegie Mellon University. Aug 29, Tutorial, VLDB 2012, Istanbul. Networks are everywhere!. Human Disease Network [. B. . Aditya. . Prakash. Carnegie Mellon University.  . Virginia Tech. . Christos Faloutsos. Carnegie Mellon University. Graph Analytics wkshp. B. A. Prakash; C. Faloutsos. From: VLDB’12 tutorial. B. . Aditya. . Prakash. Virginia Tech. . Christos Faloutsos. Carnegie Mellon University. Sept 28, Tutorial, ECML-PKDD 2012, Bristol. Networks are everywhere!. Human Disease Network [. Barabasi. 2007]. B. . Aditya. . Prakash. http://www.cs.cmu.edu/~badityap. Christos . Faloutsos. http://www.cs.cmu.edu/~christos. Carnegie Mellon University. Networks are everywhere!. Human Disease Network [. Barabasi. Lingxiao Ma. . †. , Zhi Yang. . †. , Youshan Miao. ‡. , Jilong Xue. ‡. , Ming Wu. ‡. , Lidong Zhou. ‡. , . Yafei. Dai. . †. †. . Peking University. ‡ . Microsoft Research. USENIX ATC ’19, Renton, WA, USA.

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