Resource requests prediction in the cloud computing environment with a deep belief network

Summary Accurate resource requests prediction is essential to achieve optimal job scheduling and load balancing for cloud Computing. Existing prediction approaches fall short in providing satisfactory accuracy because of high variances of cloud metrics. We propose a deep belief network (DBN)‐based a...

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Bibliographic Details

Published in:	Software, practice & experience Vol. 47; no. 3; pp. 473 - 488
Main Authors:	Zhang, Weishan, Duan, Pengcheng, Yang, Laurence T, Xia, Feng, Li, Zhongwei, Lu, Qinghua, Gong, Wenjuan, Yang, Su
Format:	Journal Article
Language:	English
Published:	Bognor Regis Wiley Subscription Services, Inc 01.03.2017
Subjects:	Accuracy Belief networks Cloud computing deep belief network Design analysis Design parameters Mathematical models Optimization Parameters prediction resource request
ISSN:	0038-0644, 1097-024X
Online Access:	Get full text
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