Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Running MapReduce programs in the public cloud introduces the important problem: how to optimize resource provisioning to minimize the financial charge for a specific job? ,  study the whole process of MapReduce processing and build up a cost function that explicitly models the relationship beten the amount of input data, the available system resources (Map and Reduce slots), and the complexity of the Reduce function for the target MapReduce job. The model parameters can be learned from test runs with a small number of nodes. Based on this cost model,  can solve a number of decision problems, such as the optimal amount of resources that can minimize the financial cost with a time deadline or minimize the time under certain financial budget. Experimental results show that this cost model performs ll on tested MapReduce programs.
['Fengguang Tian', 'Keke Chen']
I am writing a research paper on a idea Towards Optimal Resource Provisioning for Running MapReduce Programs in Public Clouds
[{"from": "human", "value": "I am writing a research paper on a idea Towards Optimal Resource Provisioning for Running MapReduce Programs in Public Clouds"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Running MapReduce programs in the public cloud introduces the important problem: how to optimize resource provisioning to minimize the financial charge for a specific job? ,  study the whole process of MapReduce processing and build up a cost function that explicitly models the relationship beten the amount of input data, the available system resources (Map and Reduce slots), and the complexity of the Reduce function for the target MapReduce job. The model parameters can be learned from test runs with a small number of nodes. Based on this cost model,  can solve a number of decision problems, such as the optimal amount of resources that can minimize the financial cost with a time deadline or minimize the time under certain financial budget. Experimental results show that this cost model performs ll on tested MapReduce programs."}]