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Advances, Systems and Applications

Table 1 Summary of related work

From: RETRACTED ARTICLE: Improving cloud efficiency through optimized resource allocation technique for load balancing using LSTM machine learning algorithm

Technique

Platform

Metric

Pre-processing

Prediction section

References

Sla Approach

Cloud

Service Level Agreement

Yes

Multi section

[29]

Genetic Algorithm

IaaS cloud

Price And Profitability

No

One section

[17]

Skewness Algorithm

IaaS cloud

System Overload

No

Multi section

 [41]

Adaptive Prediction

Cloudsim

Resource Utilization/ Load Balancing/QOS

No

Multi section

[13]

Heuristic Approaches

Cloud-based

Quality of Service, Resource Management,

No

Multi section

[10]

Hybrid Algorithm (TLBO, GWO)

Google Trace data centre

Maximizing Throughput

Yes

Multi section

[26]

Dynamic LB Algorithm,

Cloudsim

Quality of Service, Short-Term Host Utilization Prediction

No

One section

[36]

Resource Allocator Model.

Ali baba Data Set

Cost Of Allocation, Resource Consumption, Processing Time, And Reliability

No

One section

[28]

Hybrid Swarm Optimization Approach

Cloud

Efficient Allocation of Resources, Minimizing the Longest Job Completion Time

No

Multi section

[7]