作者
Gaurav Pareek, Chetanya Goyal, Mukesh Nayal
发表日期
2015
图书
Intelligent Distributed Computing
页码范围
11-19
出版商
Springer International Publishing
简介
MapReduce framework is a widely accepted solution for performing data intensive computations efficiently. The master node prepares the input to be distributed among multiple mappers which distribute the reduced task to the reducers. Reducers perform identical set of computations on the reduced data independently. If any one of the reducers works maliciously and does not produce results as desired by the end-user, a significant error in the final output can be observed. Many other distributed computing platforms also face the same problem due to the malicious participants. The problem for MapReduce must be solved keeping into account the data intensive nature of the computations carried out by MapReduce. MapReduce does not provide any mechanism to detect such Lazy Cheating Attacks by a computation provider. In this paper, we propose a generalized defense to this type of attack on statistical …
引用总数
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