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A Fine-Grained Stateful Data Analytics Method...
Journal article

A Fine-Grained Stateful Data Analytics Method Based on Resilient State Table

Abstract

This article describes how stateful data analytic frameworks have emerged to provide fresh and low-latency results for big data processing. At present, it is desired to achieve the fine-grained data model in Spark data processing framework. However, Spark adopts coarse-grained data model in order to facilitate parallelization, it is challenging in dealing with the fine-grained data access in stateful data analytics. In this paper, the authors …

Authors

Ge J; He W; Chen Z; Liu C; Peng J; Chen G

Journal

International Journal of Software Science and Computational Intelligence, Vol. 10, No. 2, pp. 66–79

Publisher

IGI Global

Publication Date

April 1, 2018

DOI

10.4018/ijssci.2018040105

ISSN

1942-9045