Collaborative learning based straggler prevention in large‐scale distributed computing framework

S Deshmukh, K Thirupathi Rao… - Security and …, 2021 - Wiley Online Library
Modern big data applications tend to prefer a cluster computing approach as they are linked
to the distributed computing framework that serves users jobs as per demand. It performs …

Hawkeye: Adaptive straggler identification on heterogeneous spark cluster with reinforcement learning

H Du, S Zhang - IEEE Access, 2020 - ieeexplore.ieee.org
It is a common sense that people harbors the belief that stragglers exert huge influence
upon the performance conducted by the analysis systems of big data for the reason of poor …

Cheetah: A dynamic performance optimization approach on heterogeneous big data analytics cluster

H Du, S Zhang, P Han, K Zhang… - 2019 5th International …, 2019 - ieeexplore.ieee.org
Any MapReduce-based big data analytics clusters systems like Hadoop, Spark face the
substantial challenge of the Long Tail problem: a small subset of straggling tasks …

[引用][C] An effective secure storage of data in cloud using ISSE encryption technique

S Sindhura, SP Praveen, S Syedbi, VK Pratap… - Annals of the Romanian …, 2021

[PDF][PDF] Research Article Collaborative Learning Based Straggler Prevention in Large-Scale Distributed Computing Framework

S Deshmukh, KT Rao, M Shabaz - 2021 - academia.edu
Modern big data applications tend to prefer a cluster computing approach as they are linked
to the distributed computing framework that serves users jobs as per demand. It performs …

A Study of Strategies For Identification of Straggler Node In Hadoopmapreduce Environment

AK Bansal, DA Gupta, M Sharma - Think India Journal, 2019 - thinkindiaquarterly.org
In today's era, Big data processing capabilities is a challenging task and bigger than this is
finding the node which is performing slow (est) in the distributed environment. This paper …

[PDF][PDF] Critical literature review on straggler node

AK Bansal, A Gupta, M Sharma - 2019 - ijrar.org
In today's era, Big data processing capabilities is a challenging task and Hadoop's
mapreduce is one of the effective framework to process the big data. But Hadoop itself …