Boolean Logical Operator Driven Selective Data Filtering For Large Datasets

G. Davidson, S. Majumdar
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引用次数: 1

Abstract

Specific users of a system processing large data sets are often interested in only a small subset of the large volumes of available data. This paper presents research on a parallel processing based data filtering technique that filters out and stores only the subset of data that is of interest to a given user. A user’s preferences reflecting her/his interest are captured in a set of keywords or phrases which may be used in conjunction with Boolean operators. An Apache Spark based prototype is built and deployed on an Amazon EC2 cloud to demonstrate the viability of the approach and to analyze the performance of the proposed technique.
布尔逻辑运算符驱动的大数据集选择性数据过滤
处理大型数据集的系统的特定用户通常只对大量可用数据中的一小部分感兴趣。本文研究了一种基于并行处理的数据过滤技术,该技术仅过滤和存储给定用户感兴趣的数据子集。用户的偏好反映了他/她的兴趣,可以通过一组关键字或短语来捕获,这些关键字或短语可以与布尔运算符一起使用。在Amazon EC2云上构建并部署了一个基于Apache Spark的原型,以演示该方法的可行性并分析所提议技术的性能。
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