PPT-Understanding and Managing Cascades on Large Graphs

B Aditya Prakash Virginia Tech Christos Faloutsos Carnegie Mellon University Sept 28 Tutorial ECMLPKDD 2012 Bristol Networks are everywhere Human Disease Network Barabasi 2007. , . Yinghui Wu, . Ambuj K. Singh, . Xifeng Yan. 1. Inferring the Underlying Structure of Information Cascades. 12-12-2012@ICDM12. Information cascades in social networks. 2. Information propagation in social networks. Deputy Director – State Rail and Marine. Amtrak . Cascades. State Smart Transportation Initiative's February Community of Practice Meeting February 24, 2011. Paula Hammond. Secretary of Transportation. 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”. Learning Goals:. Graphs of the Cosecant, Secant, and Cotangent Functions. Graph transformations . When you think about the . csc. , sec, and cot graphs what do you think about?. Graph of the Cosecant Function. Mateos. and . Georgios. B. . Giannakis. Dynamic Structural Equation Models for Tracking Cascades over Social Networks. Acknowledgments: NSF ECCS Grant No. 1202135 and NSF AST Grant No. 1247885. December 17, 2013. Section . 10.3. Representing Graphs: . Adjacency Lists. Definition. : An . adjacency list . can be used to represent a graph with no multiple edges by specifying the vertices that are adjacent to each vertex of the graph.. The vertical scale is too big or too small, or skips numbers, or doesn’t start at zero.. The graph isn’t labeled properly.. Data is left out.. But some real life misleading graphs go above and beyond the classic types. Some are intended to mislead, others are intended to shock. And in some cases, well-meaning individuals just got it all plain wrong. These are some of my favorite recent-history misleading graphs from real life.. 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 [. Gregory Falkovich. Weizmann Institute of Science. Rutgers, May 10, 2009. D. Bernard, A. Celani,. G. Boffetta, S. Musacchio. W. L. Physics Today . 59. (4), 43 (2006). Turbulence is a state of a physical system with many degrees of freedom deviated far from equilibrium. It is irregular both in time and in space.. Need tools to help evaluate contagion risk. . Although large cascades are (today) off-path, it’s important to keep them off-path.. Introduction. Rochet, Tirole (1996. ) . Kiyotaki, Moore (1997. ). Allen, Gale (2000. September 20, 2016. What do we already know about graphing motion?. We know how to draw and interpret position vs time (P-T) graphs. Straight lines = . . Positive slope Negative slope: Zero slope: . transformations of these graphs. LO: SWBAT state the transformations of the sine and cosine. Graphs in words.. CO: SWBAT generate the graphs of the sine and cosine functions and explore various . transformations of these graphs. LO: SWBAT state the transformations of the sine and cosine. Lingxiao Ma. . †. , Zhi Yang. . †. , Youshan Miao. ‡. , Jilong Xue. ‡. , Ming Wu. ‡. , Lidong Zhou. ‡. , . Yafei. Dai. . †. †. . Peking University. ‡ . Microsoft Research. USENIX ATC ’19, Renton, WA, USA. Resource Brief National Park Service U.S. Department of the Interior North Cascades National Park Complex The American pika ( Ochotona princeps ), a small charismatic mammal related to rabbits and h