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Databases and Information Systems Commons

Open Access. Powered by Scholars. Published by Universities.®

Systems Architecture

University of Massachusetts Amherst

Data management system

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A Platform For Scalable Low-Latency Analytics Using Mapreduce, Boduo Li Aug 2015

A Platform For Scalable Low-Latency Analytics Using Mapreduce, Boduo Li

Doctoral Dissertations

Today, the ability to process "big data" has become crucial to the information needs of many enterprise businesses, scientific applications, and governments. Recently, there have been increasing needs of processing data that is not only "big" but also "fast". Here "fast data" refers to high-speed real-time and near real-time data streams, such as Twitter feeds, search query streams, click streams, impressions, and system logs. To handle both historical data and real-time data, many companies have to maintain multiple systems. However, recent real-world case studies show that maintaining multiple systems cause not only code duplication, but also intensive manual work to …