PPT-X-Stream: Edge-Centric Graph Processing using Streaming Par

Amitabha Roy Ivo Mihailovic Willy Zwaenepoel 1 Graphs 2 HyperANF Pagerank ALS Interesting information is encoded as graphs Big Graphs Large graphs are a subset of the big data . Large-scale near-real-time stream processing. Tathagata . Das (TD). along with. Matei. . Zaharia. , . Haoyuan. Li, Timothy Hunter, Scott . Shenker. , Ion . Stoica. , and many others. UC BERKELEY. What is . Nitzan. . Weissman. 1. Overview. What is a streaming algorithm?. Data stream algorithms:. Finding Maximum. Counting distinct elements. Graph Stream algorithms:. Insert-only streams- spanners. Sliding window- connectivity. Fault-Tolerant Streaming Computation at Scale. Matei Zaharia, . Tathagata Das (TD). , . Haoyuan. . (. HY) Li, Timothy Hunter, Scott . Shenker. , Ion . Stoica. Motivation. Many big-data applications need to process large data streams in near-real time. Introduction . Apache Storm is a real-time fault-tolerant and distributed Stream Processing Engine.. Open Sourced September 19. th. 2011. Main languages-. Clojure.   and the JAVA.. Some of the Characteristics of storm are Fast, Scalable, Fault-tolerant, Reliable and Easy to operate.. of . Graph Streams. Arijit Khan. Charu. C. Aggarwal. Nanyang Technical University. Singapore. IBM. T. J. Watson Research Lab. NY,. USA. Graph Streams. 1. /23. Graph Stream:. Continuous stream of graph edges . Arnav Agarwal. Srujun Thanmay Gupta. Shivam. . Bharuka. What is Stream Processing?. Infrastructure for continuous processing of data. Various applications for analysis of live data streams. Two types of operations:. 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. Theory and Practice with Apache Flink at Uber. QCon.ai, . San Francisco. April, 11th 2018. Fabian . Hueske. Shuyi Chen. What is Apache Flink?. 2. Batch Processing. process static and. historic data. Michelle Vonderhaar. Technology Training Coordinator. 9/14/2015. What is Streaming?. What Do You Need to Stream?. Streaming Device. Streaming Service. GOOD internet access/Wi-Fi. Time to watch . . Michelle Vonderhaar. Technology Training Coordinator. 9/14/2015. What is Streaming?. What Do You Need to Stream?. Streaming Device. Streaming Service. GOOD internet access/Wi-Fi. Time to watch . . Presented by Amanda Sidorowicz Moraine Valley Community College. About live streaming…. What is streaming?. Transmitting video and audio over the Internet in real-time. 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. E. nvironment for . R. eal-time . S. treaming, . A. cquisition and . P. rocessing . FBP based, reactive data-stream processing framework. V. Gyurjyan, G. . Heyes. , D. Lawrence, C. Timmer, N. Brey, C. Cuevas, D. Abbott, B. . It’s no secret that this world we live in can be pretty stressful sometimes. If you find yourself feeling out-of-sorts, pick up a book.According to a recent study, reading can significantly reduce stress levels. In as little as six minutes, you can reduce your stress levels by 68%.