Biting off Safely More than You Can Chew: Predictive analytics for resource over-commit in IaaS cloud

Proceedings - 2012 IEEE 5th International Conference on Cloud Computing, CLOUD 2012

Volumn , Issue , 2012, Pages 25-32

  Ghosh, Rahul ^a   Naik, Vijay K ^b  

^a DUKE UNIVERSITY   (United States)

^b IBM T J WATSON RESEARCH CENTER   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AGGREGATE RESOURCES; CLOUD SERVICES; ON-LINE IDENTIFICATION; PHYSICAL RESOURCES; PREDICTIVE ANALYTICS; PRIVATE CLOUDS; REDUCING CAPACITY; SYSTEM RESOURCES; USAGE DATA;

CLOUD COMPUTING;

RISK PERCEPTION;

EID: 84866771162     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CLOUD.2012.131     Document Type: Conference Paper

References (18)

1. "Amazon EC2," 2006, http://aws.amazon.com/ec2.
2. "Google Apps for Business," 2011, http://lp.googlemkto.com/ NorthAmAppsMM1CloudKit NorthAm-CloudKit.html.
3. "IBM SmartCloud Enterprise," 2011, http://www-935.ibm.com/ services/us/en/cloud-enterprise/index.html.
4. "IBM cloud computing," 2012, from Wikipedia: http://en.wikipedia.org/wiki/IBM cloud computing.
5. "IBM Smart Business Desktop Cloud," 2011, http://www-07.ibm. com/businesscenter/au/services/cloud computing/smart-business-desktop-cloud. html.
6. "Microsoft Cloud," 2010, http://www.microsoft.com/enus/cloud/ default.aspx.
7. R. Buyya, J. Broberg, and A. Goscinski (Eds.), Cloud Computing Principles and Paradigms. Wiley, 2011.
8. K. Krishnamoorthy, Handbook of Statistical Distributions with Applications. Chapman and Hall/CRC, 2006.
9. VMware vSphere 4.1, "VMware vSphere: The CPU Scheduler in VMware ESX 4.1," VMware white paper, 2010.
10. "Virtual processors," 2009, http://publib.boulder.ibm.com/ infocenter/powersys/v3r1m5/index.jsp?topic=/iphat/iphatvirtualproc.htm.
11. T. Chandrupatla, Quality and Reliability in Engineering. Cambridge University Press, 2009.
12. A. Gordon, M. Hines, D. da Silva, M. Ben-Yehuda, M. Silva, and G. Lizarraga, "Ginkgo: Automated, application-driven memory over-commitment for cloud computing," in ASPLOS RESoLVE workshop, 2011.
13. D. Williams, H. Jamjoom, Y. Liu, and H. Weatherspoon, "Overdriver: Handling memory overload in an oversubscribed cloud," in VEE, 2011.
14. K. Tsakalozos, M. Roussopoulos, and A. Delis, "VM placement in non-homogeneous iaas-clouds," in ICSOC, 2011.
15. R. Nathuji, A. Kansal, and A. Ghaffarkhah, "Q-clouds: managing performance interference effects for QoS-aware clouds," in EuroSys, 2010.
16. H. M. Vin, P. Goyal, A. Goyal, and A. Goyal, "A statistical admission control algorithm for multimedia servers," in ACM Multimedia, 1994.
17. B. Urgaonkar, P. Shenoy, and T. Roscoe, "Resource overbooking and application profiling in shared hosting platforms," in OSDI, 2002.
18. K. S. Trivedi, Probability and Statistics with Reliability, Queuing and Computer Science Applications. Wiley, 2001.