Enhancing Resource Provisioning Based on CPU Utilization Using Machine Learning in Cloud Computing
Abstract & Details
Research Area
Computer Engineering
Keywords
Cloud Computing
Machine Learning
Resource Provisioning
Prediction
Abstract
Cloud Computing is a recent buzzword in IT industry. Cloud computing is used for sharing of data ,information and resources. Machine learning used for prediction. Resource Provisioning provide resources to the end user. It has problems like auto scaling and resource utilization .A perfect Resource provisioning aims at avoid under provisioning and over provisioning of resources. Machine learning technique predict which request needs resources in which amount from the past data and Cloud computing checks the resource utilization. This paper aims to accurate resource provisioning and also scaling decision is accurate and it uses SVM algorithm for the better prediction of resources.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Manali J Trivedi | L.J Institute of Engineering and Technology |
| 2 | Saket Swarndeep | L.J Institute of Engineering and Technology |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Trivedi, Manali J & Swarndeep, Saket (2017). Enhancing Resource Provisioning Based on CPU Utilization Using Machine Learning in Cloud Computing. International Journal of Advance Research and Innovative Ideas In Education, 3(2), 4828-4833.
MLA Style
Trivedi, Manali J, and Saket Swarndeep. "Enhancing Resource Provisioning Based on CPU Utilization Using Machine Learning in Cloud Computing." International Journal of Advance Research and Innovative Ideas In Education, vol. 3, no. 2, 2017, pp. 4828-4833.
IEEE Style
Manali J Trivedi and Saket Swarndeep, "Enhancing Resource Provisioning Based on CPU Utilization Using Machine Learning in Cloud Computing," International Journal of Advance Research and Innovative Ideas In Education, vol. 3, no. 2, pp. 4828-4833, 2017.
Vancouver Style
Trivedi Manali J, Swarndeep Saket. Enhancing Resource Provisioning Based on CPU Utilization Using Machine Learning in Cloud Computing. International Journal of Advance Research and Innovative Ideas In Education. 2017;3(2):4828-4833.
Harvard Style
Trivedi, Manali J & Swarndeep, Saket (2017) 'Enhancing Resource Provisioning Based on CPU Utilization Using Machine Learning in Cloud Computing', International Journal of Advance Research and Innovative Ideas In Education, 3(2), pp. 4828-4833.
Chicago Style
Trivedi, Manali J and Saket Swarndeep. "Enhancing Resource Provisioning Based on CPU Utilization Using Machine Learning in Cloud Computing." International Journal of Advance Research and Innovative Ideas In Education 3, no. 2 (2017): 4828-4833.
Turabian Style
Trivedi, Manali J and Saket Swarndeep. "Enhancing Resource Provisioning Based on CPU Utilization Using Machine Learning in Cloud Computing." International Journal of Advance Research and Innovative Ideas In Education 3, no. 2 (2017): 4828-4833.
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