UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 9 Issue 4
April-2022
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR2204809


Registration ID:
401435

Page Number

i86-i90

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Title

Amazon EC2 Price Prediction Using Machine Learning

Abstract

Spot instances were introduced by Amazon EC2 in Dec 2009 to sell its spare capability through auction primarily based market mechanism. Despite its extraordinarily low costs, cloud commodity exchange has low utilization. Spot evaluation being dynamic, spot Instances square measure susceptible to out-of bid failure. Bidding complexness is another excuse why users nowadays still worry victimization spot instances. This work aims to gift Regression Random Forests (RRFs) model to predict one-week-ahead and one-day-ahead spot prices. The prediction would assist cloud users to arrange earlier once to accumulate spot instances, estimate execution prices, and additionally assist them in bid deciding to reduce execution prices and out-of-bid failure likelihood. Simulations with twelve Months real Amazon EC2 spot history traces to forecast future spot costs show the effectiveness of the projected technique. Comparison of RRFs most primarily based terms forecasts with existing non-parametric machine learning models reveal that RRFs based.

Key Words

Deep Neural Network , Amazon EC2

Cite This Article

"Amazon EC2 Price Prediction Using Machine Learning", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.9, Issue 4, page no.i86-i90, April-2022, Available :http://www.jetir.org/papers/JETIR2204809.pdf

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2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Amazon EC2 Price Prediction Using Machine Learning", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.9, Issue 4, page no. ppi86-i90, April-2022, Available at : http://www.jetir.org/papers/JETIR2204809.pdf

Publication Details

Published Paper ID: JETIR2204809
Registration ID: 401435
Published In: Volume 9 | Issue 4 | Year April-2022
DOI (Digital Object Identifier):
Page No: i86-i90
Country: Kolhapur, Maharashtra, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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