Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  introduce the relevant vector machine (RVM) from Michael Tipping. The formulation of the RVM in regression and classification is revied. Then  analyze why the RVM can reach a sparse solution. In the experiment,  use the real application data to compare the performance of SVM and RVM. The advantages and disadvantage of the SVM and RVM is analyzed based on the experimental results. Some suggestion for the RVM is presented in the discussion section.
['Wei Miao Yu', 'Tiehua Du', 'Kah Bin Lim']
I am writing a research paper on a idea Comparison of the support vector machine and relevant vector machine in regression and classification problems
[{"from": "human", "value": "I am writing a research paper on a idea Comparison of the support vector machine and relevant vector machine in regression and classification problems"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  introduce the relevant vector machine (RVM) from Michael Tipping. The formulation of the RVM in regression and classification is revied. Then  analyze why the RVM can reach a sparse solution. In the experiment,  use the real application data to compare the performance of SVM and RVM. The advantages and disadvantage of the SVM and RVM is analyzed based on the experimental results. Some suggestion for the RVM is presented in the discussion section."}]