Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: A fuzzy classification model with support vector machine (FCMWSVM) is proposed. For the basic idea of constructing this model, firstly the kernel function is constructed by selecting suitable membership function. Then a fuzzy partition is built around each training pattern and a fuzzy IF-THEN classification rule is defined for each fuzzy partition. Finally, the support vectors and the parameters for rule are got by SVM learning method. The basic idea and the structure of this model are introduced. The effects of the membership function parameters and the penalty parameters for the classification rule and the classifier performance are analyzed. Experiments with two-spiral line data and typical data sets evaluate the performances of this model.
['Aimin Yang', 'Xinguang Li', 'Yong-mei Zhou', 'Lingmin Jiang']
I am writing a research paper on a idea A Fuzzy Classification Model with SVM
[{"from": "human", "value": "I am writing a research paper on a idea A Fuzzy Classification Model with SVM"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: A fuzzy classification model with support vector machine (FCMWSVM) is proposed. For the basic idea of constructing this model, firstly the kernel function is constructed by selecting suitable membership function. Then a fuzzy partition is built around each training pattern and a fuzzy IF-THEN classification rule is defined for each fuzzy partition. Finally, the support vectors and the parameters for rule are got by SVM learning method. The basic idea and the structure of this model are introduced. The effects of the membership function parameters and the penalty parameters for the classification rule and the classifier performance are analyzed. Experiments with two-spiral line data and typical data sets evaluate the performances of this model."}]