讲流式系统就逃不开要讲一下Nathan Marz创造的流处理框架:Storm,他的Lambda Architecture, 和他的Big Data: Principles and best practices of scalable realtime data systems(May 10, 2015)这本书。 在MapReduce已经盛行,但是大家开始不再满足于积累足够的数据才能batch处理一次数据,而是越来越需要快速反应的增量计算...
There are a number of distributed computation systems that can process Big Data in real time or near-real time. This article will start with a short description of three Apache frameworks, and attempt to provide a quick, high-level overview of some of their similarities and differences. Apache...
This paper discusses the emergence of new Big Data technologies, and how these platforms can be harnessed to deliver real-time operational intelligence from streaming sensor data.Ronnie BeggsWorld Congress on Intelligent Transport Systems and ITS America Annual Meeting...
There are a number of distributed computation systems that can process Big Data in real time or near-real time. This article will start with a short description of three Apache frameworks, and attempt to provide a quick, high-level overview of some of their similarities and differences. Apache...
big data scene a few years ago, it was a beacon of consistency in an otherwise dark streaming world. Thankfully, things have improved somewhat since then, but it is remarkable how many streaming systems still try to get by without strong consistency; I seriously cannot believe that at-most-...
Big data analytics deep learning techniques and applications: A surveyApplicationsBig dataBig data analyticsDeep learningInternet of Things (IoT)... HA Selmy,HK Mohamed,W Medhat - 《Information Systems》 被引量: 0发表: 2024年 IoT Data Analytics Using Deep Learning Deep learning is a popular ma...
We propose SSketch, a novel automated framework for efficient analysis of dynamic big data with dense (nonsparse) correlation matrices on reconfigurable platforms. SSketch targets streaming applications where each data sample can be processed only once and storage is severely limited. Our framework ada...
Streaming Systems: The What, Where, When, and How of Large-Scale Data Processing by Reuven Lax, Slava Chernyak, Tyler Akidau. Streaming data is a big deal in big data these days, and for good reason. Businesses crave ever more timely data, and streaming
Urban landscapes where traffic is seamlessly managed by AI systems processing real-time data. Healthcare personalized in moments based on the analysis of genetic data from millions. Agricultural drones and sensors ensuring food security for a growing global population. ...
Streaming data is a big deal in big data these days. As more and more businesses seek to tame the massive unbounded data sets that pervade our world, streaming systems have finally reached a level of maturity sufficient for mainstream adoption. With this practical guide, data engineers, data ...