A Distributed Rule Engine Based on Message-Passing Model to Deal with Big Data
Jinghan Wang, Rui Hong Zhou, Jing Li, Guowei Wang
Abstract
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Jinghan Wang, Rui Hong Zhou, Jing Li, Guowei Wang
Abstract
Open-access reader
Rule engine is a good way of knowledge representation and inference.It has been extensively studied and used in artificial intelligence.However, because of its low computational efficiency and the limitation of single machine's capacity, it cannot deal well with big data.In order to address this problem, we propose a distributed implementation of the rule engine based on message-passing model.It is designed to make use of multiple machines in a computing cluster to deal with a large amount of data in a parallel and distributed way.This paper not only describes details of the design and implementation of it, but also shows its high performance through several experiments.
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Rule engine is a good way of knowledge representation and inference.It has been extensively studied and used in artificial intelligence.However, because of its low computational efficiency and the limitation of single machine's capacity, it cannot deal well with big data.In order to address this problem, we propose a distributed implementation of the rule engine based on message-passing model.It is designed to make use of multiple machines in a computing cluster to deal with a large amount of data in a parallel and distributed way.This paper not only describes details of the design and implementation of it, but also shows its high performance through several experiments.
Key concepts: Computer science, Big data, Message passing, Distributed computing, Operating system