Hybrid Approach for Resource Allocation in Cloud Infrastructure Using Random Forest and Genetic Algorithm

Table 1

Classification of different approaches in existing literature.

Reference	Technique/algorithm used	Energy consumption	Resource utilization	Load balance	SLA	No. of hosts shutdown/no. of active PM	Execution time/elapsed/simulation time
[9]	Metaheuristic (genetic and tabu search algorithm)	✓		✓			✓
[10]	Optimization (permutation-based genetic algorithm and multidimensional resource-aware best fit)	✓	✓				✓
[11]	Heuristic/Weighted PageRank		✓			✓
[12]	Metaheuristic/stochastic VM placement algorithm	✓
[13]	Heuristic/binary gravitational search algorithm	✓
[14]	Optimization/evolutionary approach	✓					✓
[15]	Machine learning/reinforcement learning		✓	✓		✓	✓
[16]	Machine learning and metaheuristic/(Naive Bayesian Classifier and Random Key Cuckoo Search)	✓			✓	✓
[17]	Heuristic/HeporCloud	✓					✓
[18]	Heuristic	✓					✓
[19]	Optimization/game theory	✓					✓